In [ ]:
# Only run if you need specific libraries when using jupyter
# !pip install pandas
# !pip install numpy
# !pip install spacy
# !pip install demoji
# !pip install fasttext
# !pip install requests
# !pip install tqdm
# !pip install sklearn
# !pip install "gensim>=4.0.0"
In [ ]:
# Imports

# Data access, editing and management
import pandas as pd
import numpy as np
import sqlite3
# POS extraction and tokenization
import spacy
import regex as re
import demoji
# Language identification for tokens
import fasttext
import requests
# Processing time visualization
from tqdm import tqdm
tqdm.pandas()
# To run console commands for installation
import os
# For vectorization and clustering
from sklearn.feature_extraction.text import TfidfVectorizer
from spacy.lang.en.stop_words import STOP_WORDS as stop_words
from gensim.models import Word2Vec
from sklearn.metrics.pairwise import cosine_similarity
from sklearn.cluster import KMeans

Extract DF from part 1¶

In [ ]:
# Extracting articles df
df = pd.read_pickle('articles.pkl')
# df

Filter DF to only show as much relevant data as possible, eliminating files with errors, empty strings, and no content¶

In [ ]:
# Filter out bad request or any empty body data on the df

# Remove articles that do not have any text - run only once to not cause error
df = df.loc[df['body_text'] != '']
df.loc[df['body_text'] == '']
Out[ ]:
title author publication body_text url state
In [ ]:
# Get rid of any nan values in body and title
a = df.loc[~df['title'].isnull()]
df = a
b = a.loc[~a['body_text'].isnull()]
df = b
In [ ]:
df.loc[df['body_text'].isnull()]
Out[ ]:
title author publication body_text url state
In [ ]:
# Remove any 403 error files
a = df.loc[(~df['title'].str.contains('403')) & (~df['url'].isnull())]
b = a.loc[(~a['title'].str.contains('Forbidden')) & (~a['url'].isnull())]
df = b
b.loc[df['title'].str.contains('Forbidden')]
Out[ ]:
title author publication body_text url state
In [ ]:
# Reset index after performing first cleanup
df = df.reset_index(drop=True)

Clean up text data to ensure POS tokens significance can be extracted properly by spacy¶

In [ ]:
# Get emoji codes from library demoji
demoji.download_codes()

/var/folders/gv/857l914131304z8vlfgswdg80000gn/T/ipykernel_7742/932325091.py:2: FutureWarning: The demoji.download_codes attribute is deprecated and will be removed from demoji in a future version. It is an unused attribute as emoji codes are now distributed directly with the demoji package.
  demoji.download_codes()
In [ ]:
'''
Function to remove any emojis in text
'''
def remove_emojis(text):
    dem = demoji.findall(text)
    for item in dem.keys():
        text = re.sub(item, '', text)
    return text
In [ ]:
# Function to clean unprocessed text body from each article
def clean_text(text):
    # Remove emojis
    text = remove_emojis(text)
    # Remove any solo numbers in line
    text = re.sub(r'^[0-9]+\s.*', '', text, flags=re.MULTILINE)
    # Replace multiple spaces with one
    text = re.sub(' +', ' ', text)
    # Replace multiple newlines by splitting string into substrings saved in a list
    text = re.split('\s*\n\s*\n', text)
    text = [item for item in text if len(re.split(' ', item)) > 5]
    # Join all vals in list as a one string again
    text = " ".join(text)
    # Replace newline characters left with single space
    text = re.sub('\n', ' ', text)
    # Return cleaned text string
    return text
In [ ]:
# Clean text within column 'body_text' in dataframe df
df['body_text'] = [clean_text(text) for text in df['body_text']]
In [ ]:
df.head(3)
Out[ ]:
title author publication body_text url state
0 Tornadoes severe weather updates: 26 dead in M... None None Start the day smarter How often do women givin... https://www.usatoday.com/story/news/nation/202... Mississippi
1 Fatality confirmed in Vermont flooding amid ex... ABC News None ABC NewsVideoLiveShowsElectionsInterest Succe... https://abcnews.go.com/US/tornadoes-midwest-fl... Illinois
2 Terrifying moment monster tornado rips apart A... Aneeta Bhole None US women spark fury with ANOTHER listless rend... https://www.dailymail.co.uk/news/article-11926... Arkansas

Store df as pickle - intermediary step¶

In [ ]:
df.to_pickle('articles_cleaned.pkl')

sql = sqlite3.connect('articles_cleaned.db')
df.to_sql('articles_cleaned', sql, if_exists='replace')
sql.close()

Tokenization and POS tagging via Spacy¶

Language detection function to ensure all tokens will be properly tagged based on the english language via fasttext¶

In [ ]:
# Download from web the model for language detection from fasttext
model_filename = "lid.176.ftz"
r = requests.get(f"https://dl.fbaipublicfiles.com/fasttext/supervised-models/{model_filename}")
open(model_filename, 'wb').write(r.content)
# load language identification model 
lang_model = fasttext.load_model(model_filename)

Warning : `load_model` does not return WordVectorModel or SupervisedModel any more, but a `FastText` object which is very similar.
In [ ]:
'''
Function that detects if a text contains a great quantity of tokens in another language,
if it does, it is removed from our sample, but if it is below the threshold, we do not remove
the words due to the fact that natural disasters often use name of locations in the U.S. that
are rooted in words from other languages.

'''
def detect_language(doc):
    # Temporarily remove newline symbols due to function format requirements
    text = doc.replace("\n", " ")
    # Set desired language
    correct = "en"
    doc_l = lang_model.predict(text, k=2)
    # If first label is english and english label is highest value of two found languages
    if (doc_l[0][0].replace("__label__", "") == "en" and doc_l[1][0] > 2*doc_l[1][1]) or (doc_l[0][1].replace("__label__", "") == "en" and doc_l[1][1] > doc_l[1][0]):
        # Confirm to use text
        return True

        # In case we wish to proceed to evaluate tokens and extract unnecessary non-english words
        # # Create flag
        # ok = not_ok = 0
        # # Perform individual token checks via fasttext
        # for token in tokens:
        #     l = lang_model.predict(token, k=2)
        #     # If percentage in english is greater than twice the percentage of other language
        #     if l[1][0] > 2*l[1][1]):
        #         # Simplify label to language abbreviation
        #         predict = l[0][0].replace("__label__", "")
        #         # If extracted language result is English
        #         if predict == correct:
        #             ok += 1
        #         else:
        #             print(f"Error at '{text}'")
        #             print(f"should be {correct}, predicted {predict} ")
        #             not_ok += 1

        #     print(f"ok = {ok}, not ok = {not_ok}")
    else:
        # Indicate document is in another language mostly and won't be adecuate to be used for k-means
        return False

Part of Speech(POS) tagging function to Find and store into DF POS via spacy¶

In [ ]:
# Install spacy module by running through os library in terminal/console
!python3 -m spacy download en_core_web_lg

Collecting en-core-web-lg==3.5.0
  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_lg-3.5.0/en_core_web_lg-3.5.0-py3-none-any.whl (587.7 MB)
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✔ Download and installation successful
You can now load the package via spacy.load('en_core_web_lg')
In [ ]:
# Create Spacy tokenizer based on downloaded language model in english
nlp = spacy.load("en_core_web_lg")

# Function to assign POS types into df
def word_types(doc):
    nouns = []
    adjectives = []
    verbs = []
    lemmas = []
    nav = []
    for token in doc:
        lemmas.append(token.lemma_)
        # adjectives (and adverbs)
        if token.pos_ == "ADJ": #or token.pos_ == "ADV":
            adjectives.append(token.lemma_)
            nav.append(token.lemma_)
        # nouns
        if token.pos_ == "NOUN" or token.pos_ == "PROPN":
            nouns.append(token.lemma_)
            nav.append(token.lemma_)
        # verbs
        if token.pos_ == "VERB" or token.pos_ == "AUX":
            verbs.append(token.lemma_)
            nav.append(token.lemma_)
            
    return (nouns, adjectives, verbs, nav, lemmas)

Main tokenization and tagging function¶

In [ ]:
# Navigate through each row to set POS tags in corresponding locations
def pos_tagging(a:pd.DataFrame):
    # Iterate through rows to get text of each row
    for index, row in a.iterrows():
        # Check if language is considered English
        l = detect_language(row['body_text'])
        # If returns True because it is in English, perform tokenization
        if l: 
            # Use Spacy library to create tokens with text of document selected
            tokens = nlp(row['body_text'])
            # If produced tokens amount to greater than 30
            if len(tokens) >= 30:
                (nouns, adjectives, verbs, nav, lemmas) = word_types(tokens)
                a.at[index, 'nouns'] = "|".join(nouns)
                a.at[index, 'adjetives'] = "|".join(adjectives)
                a.at[index, 'verbs'] = "|".join(verbs)
                a.at[index, 'nav'] = "|".join(nav) # combinations
                a.at[index, 'lemmas'] = "|".join(lemmas)
                a.at[index, 'num_tokens'] = len(tokens)
In [ ]:
# Temporary small df for testing
# a = df.copy(deep=True)
# a = a[:10]
# pos_tagging(a)
# a
In [ ]:
# Function call for pos tagging extraction - averages 18 minutes of run
pos_tagging(df)
In [ ]:
df.head(2)
Out[ ]:
title author publication body_text url state nouns adjetives verbs nav lemmas num_tokens
0 Tornadoes severe weather updates: 26 dead in M... None None Start the day smarter How often do women givin... https://www.usatoday.com/story/news/nation/202... Mississippi day|woman|birth|hospital|heart|attack|seizure|... smart|individual|other|deadly|notable|severe|d... start|do|give|experience|podcast|sell|topic'wi... start|day|smart|do|woman|give|birth|individual... start|the|day|smart|how|often|do|woman|give|bi... 2488.0
1 Fatality confirmed in Vermont flooding amid ex... ABC News None ABC NewsVideoLiveShowsElectionsInterest Succe... https://abcnews.go.com/US/tornadoes-midwest-fl... Illinois ABC|NewsVideoLiveShowsElectionsInterest|Succes... aboutturn|extreme|nationwideExtreme|most|multi... notify|break|confirm|flood|continue|affect|pas... ABC|NewsVideoLiveShowsElectionsInterest|Succes... |ABC|NewsVideoLiveShowsElectionsInterest|Succ... 998.0

If in need to start off from beginning but not perform clean¶

In [ ]:
# df = pd.read_pickle('articles_cleaned.pkl')

Cleanup extended df from rows with no tags data and formatting issues¶

In [ ]:
# Remove from df rows with empty cells in the POS tag columns
a = df.loc[~df['nouns'].isnull()]
df = a
# Reset index
df = df.reset_index(drop=True)
In [ ]:
# Check if any null values still contained
df.loc[df['nouns'].isnull()]
Out[ ]:
title author publication body_text url state nouns adjetives verbs nav lemmas num_tokens
In [ ]:
# Output df
df.sample(3)
Out[ ]:
title author publication body_text url state nouns adjetives verbs nav lemmas num_tokens
2034 1 killed and almost 2 dozen injured in overnig... Nouran Salahieh,Rob Shackelford None 1. How relevant is this ad to you? 2. Did yo... https://www.cnn.com/2023/06/19/weather/severe-... Mississippi ad|issue|video|player|content|ad|video|content... relevant|technical|slow|loud|repetitive|overni... be|do|encounter|be|load|freeze|do|finish|load|... relevant|be|ad|do|encounter|technical|issue|vi... |1|.|how|relevant|be|this|ad|to|you|?| |2|.|d... 1551.0
2170 Red Cross Urges Tennessee Residents to Prepare... None None Truman Show Podcast (2010 - 2022) Red Cross Ur... http://www.wgnsradio.com/article/80229/red-cro... Tennessee Truman|Show|Podcast|Red|Cross|Urges|Tennessee|... strong|severe|late|cold|i-65|high|high|severe|... prepare|have|issue|develop|approach|include|af... Truman|Show|Podcast|Red|Cross|Urges|Tennessee|... Truman|Show|Podcast|(|2010|-|2022|)|Red|Cross|... 1378.0
2111 Storm in Atlantic not immediate concern for So... Shamira McCray smccray@postandcourier.com None You are the owner of this article. Edit Artic... https://www.postandcourier.com/hurricanewire/s... South Carolina owner|article|Edit|Article|New|article|permiss... mixed|stray|possible|few|low|immediate|weekly|... be|add|have|edit|be|update|be|could|move|recei... be|owner|article|Edit|Article|add|New|article|... you|be|the|owner|of|this|article|.| |Edit|Arti... 1095.0

Store and extract data as DB and Pickle files¶

In [ ]:
# Store df also in a local sqlite3 database for easy management and create new pickle file with edited format
df.to_pickle('articles_extended.pkl')

# Transform list on tokens column into text due to sqlite3 requirements in data types
sql = sqlite3.connect('articles_extended.db')
df.to_sql('articles_extended', sql, if_exists='replace')
sql.close()
In [ ]:
df = pd.read_pickle('articles_extended.pkl')

Create document-term matrix using the TfidfVectorizer applied to the dataframe's column nouns¶

In [ ]:
# Create a tf-idf vectorizer containing stopwords
tfidf_vectorizer = TfidfVectorizer(stop_words=list(stop_words), min_df=10, sublinear_tf=True, use_idf=True)
# Use fit transform on vectorizer with nouns data - standard deviation, then mean of data to scale values
tfidf_vectors = tfidf_vectorizer.fit_transform(df["nouns"])
# Create df from tfidf results and values
tfidf_df = pd.DataFrame(tfidf_vectors)

/Users/ryangarland/opt/anaconda3/lib/python3.9/site-packages/sklearn/feature_extraction/text.py:396: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['ll', 've'] not in stop_words.
  warnings.warn(
In [ ]:
tfidf_df
Out[ ]:
0
0 (0, 5861)\t0.027134004404549616\n (0, 6752)...
1 (0, 8501)\t0.02930637980512278\n (0, 10650)...
2 (0, 2346)\t0.009349884057244705\n (0, 6961)...
3 (0, 7752)\t0.06488928059327886\n (0, 3783)\...
4 (0, 7678)\t0.06674913323624099\n (0, 4275)\...
... ...
3691 (0, 6831)\t0.08196341432564008\n (0, 2654)\...
3692 (0, 565)\t0.14638919552160054\n (0, 7652)\t...
3693 (0, 4789)\t0.1438990788235409\n (0, 776)\t0...
3694 (0, 1763)\t0.07624550775721466\n (0, 10335)...
3695 (0, 679)\t0.1164187202915018\n (0, 6778)\t0...

3696 rows × 1 columns

Extract nouns as word tokens from df['nouns'] column¶

In [ ]:
# For word split by given specific regex, which has been set to all lowercase, and is not found in stop_words
# And is found in the text within each row of a df column called 'nouns'
gensim_words = [[w for w in re.split(r'[\\|\\#]', doc.lower()) if w not in stop_words]
                    for doc in df["nouns"]]
# Output list of nouns per row that has excluded stopwords
gensim_words
Out[ ]:
[['day',
  'woman',
  'birth',
  'hospital',
  'heart',
  'attack',
  'seizure',
  'kidney',
  'failure',
  'blood',
  'transfusion',
  'problem',
  'death',
  'human',
  'trafficking',
  'sports',
  'entertainment',
  'life',
  'money',
  'tech',
  'travel',
  'opinion',
  'obituariesonly',
  'usa',
  'today',
  'newsletters',
  'subscribers',
  'archives',
  'crossword',
  'enewspaper',
  'magazines',
  'investigations',
  'weather',
  'forecast',
  'video',
  'humankind',
  'curiousbest',
  'booklist',
  'pets',
  'food',
  'reviewed',
  'coupons',
  'blueprint',
  'best',
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  'people',
  'debris',
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  'theater',
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  'jessica',
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 ...]

Train Word2Vec model using df['nouns'] data to obtain word embeddings¶

In [ ]:
'''
Use gemsin W2V model that implements skip-grams and continuous-bag-of-words
to capture conceptual similarities and train it using the word tokens from 
df to consider words that appear at least 5 times
'''
w2v = Word2Vec(gensim_words, min_count=5)
w2v.wv.save_word2vec_format("articles_extended.w2v")
# Get the keyedModel vectors
word_vectors = w2v.wv
# Example of content, aka number of keys or features, and their corresponding index
print(len(word_vectors.key_to_index.keys())) # word keys and length
word_vectors.key_to_index

22948
Out[ ]:
{'storm': 0,
 'weather': 1,
 'news': 2,
 'tornado': 3,
 'state': 4,
 'county': 5,
 'wind': 6,
 'area': 7,
 'snow': 8,
 'damage': 9,
 'people': 10,
 'power': 11,
 'day': 12,
 'new': 13,
 'national': 14,
 'service': 15,
 'home': 16,
 'hurricane': 17,
 'republic': 18,
 'rain': 19,
 'city': 20,
 'year': 21,
 'water': 22,
 'time': 23,
 'winter': 24,
 'hour': 25,
 'wednesday': 26,
 'emergency': 27,
 'inch': 28,
 'road': 29,
 'flooding': 30,
 'tree': 31,
 'video': 32,
 'thursday': 33,
 'morning': 34,
 'temperature': 35,
 'friday': 36,
 'south': 37,
 'north': 38,
 'condition': 39,
 'heat': 40,
 'warning': 41,
 'week': 42,
 'system': 43,
 'mph': 44,
 'community': 45,
 'tuesday': 46,
 'thunderstorm': 47,
 'report': 48,
 'night': 49,
 'school': 50,
 'pm': 51,
 '': 52,
 'center': 53,
 'forecast': 54,
 'official': 55,
 'monday': 56,
 'flood': 57,
 'resident': 58,
 'p.m.': 59,
 'outage': 60,
 'information': 61,
 'event': 62,
 'july': 63,
 'line': 64,
 'sunday': 65,
 'region': 66,
 'privacy': 67,
 'climate': 68,
 'foot': 69,
 'business': 70,
 'florida': 71,
 'texas': 72,
 'disaster': 73,
 'today': 74,
 'level': 75,
 'river': 76,
 'saturday': 77,
 'datum': 78,
 'mile': 79,
 'public': 80,
 'west': 81,
 'policy': 82,
 'car': 83,
 'change': 84,
 'air': 85,
 'california': 86,
 'york': 87,
 'team': 88,
 'risk': 89,
 'fire': 90,
 'house': 91,
 'impact': 92,
 'afternoon': 93,
 'coast': 94,
 'record': 95,
 'island': 96,
 'press': 97,
 'watch': 98,
 'family': 99,
 'u.s.': 100,
 'alert': 101,
 'death': 102,
 'article': 103,
 'town': 104,
 '%': 105,
 'life': 106,
 '-': 107,
 'site': 108,
 'office': 109,
 '.': 110,
 'property': 111,
 'photo': 112,
 'customer': 113,
 'man': 114,
 'way': 115,
 'account': 116,
 'mississippi': 117,
 'virginia': 118,
 'evening': 119,
 'carolina': 120,
 'tv': 121,
 'blizzard': 122,
 'place': 123,
 'month': 124,
 'police': 125,
 'et': 126,
 'terms': 127,
 'content': 128,
 'contact': 129,
 'meteorologist': 130,
 'fox': 131,
 'vehicle': 132,
 'email': 133,
 'update': 134,
 'park': 135,
 'surge': 136,
 'department': 137,
 'app': 138,
 'weekend': 139,
 'street': 140,
 'effect': 141,
 'google': 142,
 'hail': 143,
 'march': 144,
 'ice': 145,
 'world': 146,
 'building': 147,
 'iowa': 148,
 'deal': 149,
 'season': 150,
 'travel': 151,
 'food': 152,
 'story': 153,
 'east': 154,
 'cnn': 155,
 'degree': 156,
 'valley': 157,
 'management': 158,
 'sports': 159,
 'use': 160,
 'highway': 161,
 'sign': 162,
 'credit': 163,
 'vermont': 164,
 'arizona': 165,
 'lake': 166,
 'arkansas': 167,
 'biden': 168,
 'crew': 169,
 'term': 170,
 'woman': 171,
 'a.m.': 172,
 'dakota': 173,
 'summer': 174,
 'mountain': 175,
 'oklahoma': 176,
 'june': 177,
 'ian': 178,
 'rainfall': 179,
 'agency': 180,
 'bay': 181,
 'threat': 182,
 'search': 183,
 'high': 184,
 'flash': 185,
 'file': 186,
 'media': 187,
 'debris': 188,
 'health': 189,
 'local': 190,
 'star': 191,
 'energy': 192,
 'roof': 193,
 'washington': 194,
 'georgia': 195,
 'study': 196,
 'personal': 197,
 'twitter': 198,
 'snowfall': 199,
 'precipitation': 200,
 'illinois': 201,
 'traffic': 202,
 'chance': 203,
 'alabama': 204,
 'kingdom': 205,
 'facebook': 206,
 'safety': 207,
 'location': 208,
 'sea': 209,
 'beach': 210,
 'minnesota': 211,
 'february': 212,
 'gust': 213,
 'nws': 214,
 'jersey': 215,
 'guard': 216,
 'post': 217,
 'population': 218,
 'shelter': 219,
 'rescue': 220,
 'type': 221,
 'number': 222,
 'company': 223,
 'ground': 224,
 'map': 225,
 'rights': 226,
 'point': 227,
 'governor': 228,
 'states': 229,
 'injury': 230,
 'april': 231,
 'utah': 232,
 'airport': 233,
 'right': 234,
 'copyright': 235,
 'station': 236,
 'wave': 237,
 'gov.': 238,
 'activity': 239,
 'ap': 240,
 'september': 241,
 'university': 242,
 'al': 243,
 'ohio': 244,
 'united': 245,
 'program': 246,
 'history': 247,
 'associated': 248,
 'kansas': 249,
 'indiana': 250,
 'date': 251,
 'colorado': 252,
 'ad': 253,
 'flight': 254,
 'case': 255,
 'advisory': 256,
 'delaware': 257,
 'link': 258,
 'radar': 259,
 'missouri': 260,
 'central': 261,
 'group': 262,
 'northeast': 263,
 '°': 264,
 'store': 265,
 'lot': 266,
 'government': 267,
 'louisiana': 268,
 'newsletter': 269,
 'country': 270,
 'thing': 271,
 'thousand': 272,
 'scholar': 273,
 'share': 274,
 'december': 275,
 'ocean': 276,
 'rate': 277,
 'st.': 278,
 'child': 279,
 'supply': 280,
 'medium': 281,
 'person': 282,
 'category': 283,
 'rock': 284,
 'tennessee': 285,
 'sheriff': 286,
 'census': 287,
 'august': 288,
 'result': 289,
 'minute': 290,
 'plan': 291,
 'fcc': 292,
 'kentucky': 293,
 'effort': 294,
 'response': 295,
 'income': 296,
 'amazon': 297,
 'browser': 298,
 'cbs': 299,
 'severe': 300,
 'chicago': 301,
 'daily': 302,
 'dozen': 303,
 'hawaii': 304,
 'notice': 305,
 'model': 306,
 'inc.': 307,
 'michigan': 308,
 'truck': 309,
 'statement': 310,
 'work': 311,
 'total': 312,
 'shower': 313,
 'help': 314,
 'analysis': 315,
 'tract': 316,
 'website': 317,
 'cloud': 318,
 'inbox': 319,
 'research': 320,
 'technology': 321,
 'little': 322,
 'advertise': 323,
 'son': 324,
 'source': 325,
 'maine': 326,
 'page': 327,
 'forecaster': 328,
 'recovery': 329,
 'wisconsin': 330,
 'president': 331,
 'edt': 332,
 'resilience': 333,
 'hospital': 334,
 'f': 335,
 'window': 336,
 'noaa': 337,
 'neighborhood': 338,
 'network': 339,
 'class': 340,
 'midwest': 341,
 'nebraska': 342,
 'k': 343,
 'image': 344,
 'tide': 345,
 'singer': 346,
 'southern': 347,
 'science': 348,
 'metro': 349,
 'figure': 350,
 'end': 351,
 'support': 352,
 'member': 353,
 'interstate': 354,
 'hampshire': 355,
 'j.': 356,
 'portion': 357,
 'period': 358,
 'c': 359,
 'staff': 360,
 'san': 361,
 'fan': 362,
 'great': 363,
 'issue': 364,
 'job': 365,
 'director': 366,
 'boston': 367,
 'gas': 368,
 'red': 369,
 'insurance': 370,
 'view': 371,
 'leader': 372,
 'transportation': 373,
 'digital': 374,
 'landfall': 375,
 'atlantic': 376,
 'january': 377,
 'track': 378,
 'index': 379,
 'southwest': 380,
 'moment': 381,
 'land': 382,
 'big': 383,
 'student': 384,
 'path': 385,
 'cyclone': 386,
 'infrastructure': 387,
 'concern': 388,
 'wyoming': 389,
 'tip': 390,
 'england': 391,
 'm': 392,
 'mobile': 393,
 'pattern': 394,
 'route': 395,
 'southeast': 396,
 'fort': 397,
 'mexico': 398,
 'twister': 399,
 'assistance': 400,
 'conference': 401,
 'force': 402,
 'phone': 403,
 'montana': 404,
 'hill': 405,
 'massachusetts': 406,
 'driver': 407,
 'cdt': 408,
 'data': 409,
 'hunter': 410,
 'authority': 411,
 'downtown': 412,
 'utility': 413,
 'spring': 414,
 'hazard': 415,
 'light': 416,
 'northwest': 417,
 'text': 418,
 'loss': 419,
 'round': 420,
 'crash': 421,
 'owner': 422,
 'green': 423,
 'journal': 424,
 'list': 425,
 'resource': 426,
 'pressure': 427,
 'alaska': 428,
 'nevada': 429,
 'destruction': 430,
 'material': 431,
 'mid': 432,
 'best': 433,
 'cookie': 434,
 'elevation': 435,
 'prediction': 436,
 'log': 437,
 'international': 438,
 'care': 439,
 'expert': 440,
 'plains': 441,
 'orleans': 442,
 'district': 443,
 "o'connor": 444,
 'a.': 445,
 'newsletters': 446,
 'joe': 447,
 'security': 448,
 'sky': 449,
 'scale': 450,
 'law': 451,
 'tonight': 452,
 'peak': 453,
 'assessment': 454,
 'wall': 455,
 'real': 456,
 'tropical': 457,
 'bridge': 458,
 'falls': 459,
 'inspection': 460,
 'plea': 461,
 'jackson': 462,
 'fact': 463,
 'money': 464,
 'half': 465,
 'monsoon': 466,
 'northern': 467,
 'control': 468,
 'lee': 469,
 'connecticut': 470,
 'access': 471,
 'mother': 472,
 'experience': 473,
 'jul': 474,
 'federal': 475,
 'body': 476,
 'john': 477,
 'interest': 478,
 'plant': 479,
 'market': 480,
 'dog': 481,
 'pet': 482,
 'mayor': 483,
 'education': 484,
 'notification': 485,
 'democratic': 486,
 'future': 487,
 'eeo': 488,
 'accumulation': 489,
 'alerts': 490,
 'order': 491,
 'oregon': 492,
 'radio': 493,
 'value': 494,
 'situation': 495,
 'operation': 496,
 'james': 497,
 'october': 498,
 'nature': 499,
 'info': 500,
 'sun': 501,
 'author': 502,
 'electricity': 503,
 'opens': 504,
 'drought': 505,
 'gulf': 506,
 'roadway': 507,
 'friend': 508,
 'dam': 509,
 'grid': 510,
 'pennsylvania': 511,
 'teen': 512,
 'ufo': 513,
 'eastern': 514,
 'wife': 515,
 'neighbor': 516,
 'floodwater': 517,
 'environment': 518,
 'politics': 519,
 'accessibility': 520,
 'maryland': 521,
 'evacuation': 522,
 'ex': 523,
 'careers': 524,
 'florence': 525,
 'television': 526,
 'scott': 527,
 'organization': 528,
 'stream': 529,
 'low': 530,
 'girl': 531,
 'product': 532,
 'forest': 533,
 'white': 534,
 'game': 535,
 'small': 536,
 'mangrove': 537,
 'thank': 538,
 'example': 539,
 'vulnerability': 540,
 'section': 541,
 'wildfire': 542,
 'profile': 543,
 'kit': 544,
 'closure': 545,
 'moisture': 546,
 'action': 547,
 'relief': 548,
 'usa': 549,
 'officer': 550,
 'field': 551,
 'daughter': 552,
 'entertainment': 553,
 'los': 554,
 'potential': 555,
 'need': 556,
 'drive': 557,
 'american': 558,
 'llc': 559,
 'problem': 560,
 'comment': 561,
 'cross': 562,
 'facility': 563,
 'idaho': 564,
 'reporter': 565,
 'size': 566,
 'chief': 567,
 'humidity': 568,
 'movie': 569,
 'address': 570,
 'development': 571,
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 'apps': 573,
 'husband': 574,
 'question': 575,
 'series': 576,
 'kid': 577,
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 'request': 626,
 'cover': 627,
 'web': 628,
 'branch': 629,
 'delay': 630,
 'america': 631,
 'kim': 632,
 'structure': 633,
 'phoenix': 634,
 'chain': 635,
 'bill': 636,
 'fatality': 637,
 'player': 638,
 'getty': 639,
 'fork': 640,
 'coverage': 641,
 'katrina': 642,
 'heart': 643,
 'quality': 644,
 'lane': 645,
 'arrest': 646,
 'eye': 647,
 'picture': 648,
 'doi': 649,
 'decade': 650,
 'mission': 651,
 'employee': 652,
 'la': 653,
 'co': 654,
 'rolling': 655,
 'review': 656,
 'middle': 657,
 'madison': 658,
 'patrol': 659,
 'charleston': 660,
 'grand': 661,
 'live': 662,
 'pacific': 663,
 'look': 664,
 'services': 665,
 'crossref': 666,
 'responder': 667,
 'component': 668,
 'miami': 669,
 'shore': 670,
 'play': 671,
 'detail': 672,
 'head': 673,
 'range': 674,
 'zone': 675,
 'channel': 676,
 'declaration': 677,
 'twin': 678,
 'derecho': 679,
 's.': 680,
 'collapse': 681,
 'addition': 682,
 'salt': 683,
 'western': 684,
 'extent': 685,
 'boy': 686,
 'volunteer': 687,
 'portland': 688,
 'approach': 689,
 'captioning': 690,
 'congress': 691,
 'android': 692,
 'norman': 693,
 'toll': 694,
 'cities': 695,
 'blog': 696,
 'bestreviews': 697,
 'rhode': 698,
 'c.': 699,
 'stories': 700,
 'bomb': 701,
 'dec.': 702,
 'increase': 703,
 'applications': 704,
 'november': 705,
 'sierra': 706,
 'atlanta': 707,
 'survey': 708,
 'closing': 709,
 'e': 710,
 'pipe': 711,
 'rss': 712,
 'training': 713,
 'gazette': 714,
 'aftermath': 715,
 'sport': 716,
 'dc': 717,
 'special': 718,
 'r.': 719,
 'church': 720,
 'main': 721,
 'visibility': 722,
 'denver': 723,
 'space': 724,
 'division': 725,
 'repair': 726,
 'visit': 727,
 'un': 728,
 'noon': 729,
 'storms': 730,
 'victim': 731,
 'preparedness': 732,
 'camp': 733,
 'sept.': 734,
 'train': 735,
 'height': 736,
 'permission': 737,
 'generator': 738,
 'footage': 739,
 'houston': 740,
 'spot': 741,
 'step': 742,
 'regional': 743,
 'tc': 744,
 'print': 745,
 'century': 746,
 'tracker': 747,
 'love': 748,
 'lakes': 749,
 'release': 750,
 'accountsbest': 751,
 'sinéad': 752,
 'agreement': 753,
 'feb.': 754,
 'louis': 755,
 'cold': 756,
 'atmospheric': 757,
 'soldier': 758,
 'provider': 759,
 'army': 760,
 'johnson': 761,
 'manager': 762,
 'david': 763,
 'mike': 764,
 'christmas': 765,
 'chemical': 766,
 'm.': 767,
 'cape': 768,
 'calendar': 769,
 'million': 770,
 'sandy': 771,
 'window)click': 772,
 'device': 773,
 'baseball': 774,
 'jul.': 775,
 'philadelphia': 776,
 'surface': 777,
 'times': 778,
 'irene': 779,
 'golf': 780,
 'football': 781,
 'distribution': 782,
 'nexstar': 783,
 'return': 784,
 'gift': 785,
 'michael': 786,
 'apartment': 787,
 'blox': 788,
 'chris': 789,
 'charge': 790,
 'trailer': 791,
 'covid-19': 792,
 'schedule': 793,
 'trail': 794,
 'corner': 795,
 'direction': 796,
 'dashboard': 797,
 'nicole': 798,
 'film': 799,
 'animal': 800,
 'challenge': 801,
 'board': 802,
 'aid': 803,
 'dallas': 804,
 'danger': 805,
 'george': 806,
 'fund': 807,
 'quarter': 808,
 'process': 809,
 'rest': 810,
 'set': 811,
 'strike': 812,
 'carbon': 813,
 'scene': 814,
 'austin': 815,
 'opinion': 816,
 'mar': 817,
 'mom': 818,
 'fema': 819,
 'patch': 820,
 'hudson': 821,
 'border': 822,
 'dollar': 823,
 'tomorrow': 824,
 'summit': 825,
 'campus': 826,
 'cluster': 827,
 'journalism': 828,
 'warming': 829,
 'farm': 830,
 'dust': 831,
 'message': 832,
 'ida': 833,
 'boat': 834,
 'cell': 835,
 'free': 836,
 'outlook': 837,
 'trend': 838,
 'vegas': 839,
 'basement': 840,
 'minority': 841,
 'form': 842,
 'desantis': 843,
 'unit': 844,
 'percent': 845,
 'motorist': 846,
 'paul': 847,
 'shop': 848,
 'setting': 849,
 'chesapeake': 850,
 'parent': 851,
 'advertising': 852,
 'products': 853,
 'parking': 854,
 'jones': 855,
 'smith': 856,
 'charles': 857,
 'sleet': 858,
 'accident': 859,
 'outbreak': 860,
 'attack': 861,
 'harris': 862,
 'fig': 863,
 'apr': 864,
 'book': 865,
 'user': 866,
 'tips': 867,
 'mcconnell': 868,
 'error': 869,
 'start': 870,
 'judge': 871,
 'table': 872,
 'decision': 873,
 'average': 874,
 'mail': 875,
 'union': 876,
 'jan.': 877,
 'women': 878,
 'flower': 879,
 'territory': 880,
 'selma': 881,
 'sunshine': 882,
 'capital': 883,
 'd.': 884,
 'band': 885,
 'midnight': 886,
 'housing': 887,
 'edition': 888,
 'pole': 889,
 'jan': 890,
 'bus': 891,
 'nyc': 892,
 'price': 893,
 'foundation': 894,
 'newsroom': 895,
 'arab': 896,
 'el': 897,
 'birthday': 898,
 'trip': 899,
 'minneapolis': 900,
 'photos': 901,
 'instagram': 902,
 'parish': 903,
 'briefing': 904,
 'mix': 905,
 'base': 906,
 'box': 907,
 'finance': 908,
 'hit': 909,
 'strength': 910,
 'detroit': 911,
 'w.': 912,
 'ukraine': 913,
 'break': 914,
 'coastal': 915,
 'soil': 916,
 'mark': 917,
 'politic': 918,
 'springs': 919,
 'pubmed': 920,
 'gauge': 921,
 'race': 922,
 'grocery': 923,
 'cards': 924,
 'partner': 925,
 'smoke': 926,
 'bit': 927,
 'las': 928,
 'taylor': 929,
 'commonwealth': 930,
 'hotel': 931,
 'trump': 932,
 'santa': 933,
 'sister': 934,
 'position': 935,
 'whyy': 936,
 'affiliate': 937,
 'feature': 938,
 'shoreline': 939,
 'nashville': 940,
 'whistleblower': 941,
 'lincoln': 942,
 'upper': 943,
 'dress': 944,
 'orange': 945,
 'barrier': 946,
 'passenger': 947,
 'intensity': 948,
 'photograph': 949,
 'delivery': 950,
 'opportunity': 951,
 'run': 952,
 'social': 953,
 'yard': 954,
 'javascript': 955,
 'opening': 956,
 'herald': 957,
 'albany': 958,
 'commissioner': 959,
 'meeting': 960,
 'election': 961,
 'visitor': 962,
 'cup': 963,
 'memphis': 964,
 'islands': 965,
 'option': 966,
 'shift': 967,
 'restoration': 968,
 'crop': 969,
 'devastation': 970,
 'claim': 971,
 'thu': 972,
 'garden': 973,
 'youtube': 974,
 'party': 975,
 'newspaper': 976,
 'ads': 977,
 'resort': 978,
 'stage': 979,
 'choices': 980,
 'breaking': 981,
 'stock': 982,
 'erosion': 983,
 'concert': 984,
 'jun': 985,
 'career': 986,
 'brian': 987,
 'events': 988,
 'demand': 989,
 'sanders': 990,
 'library': 991,
 'blue': 992,
 'cedar': 993,
 'card': 994,
 'socialist': 995,
 'mount': 996,
 'collection': 997,
 'ryan': 998,
 'stretch': 999,
 ...}

Represent each document via a one real-valued embedding vector/document embedding using the previously produced TF-IDF weights AND w2v embeddings¶

In [ ]:
''' 
Use semantic transformation to create the real-value embedding
of a document by averaging all the embedding values of features
found in said document
'''

# List containing averaged word vectors from tf/idf, aka doc vectors
doc_v = []

# Get features from the tfidf vectorizer
fn = tfidf_vectorizer.get_feature_names_out()

# Iterate over all TF/IDF vectors, aka all documents/rows
for i in tqdm(range(tfidf_vectors.shape[0])): # adding tqdm to account for time it takes to process
    # Create array with size 100 (vector dimensions)from 
    # w2v to start averaged word vector of a current document to 0
    v = np.zeros(word_vectors.vector_size)

    ''' 
    Get the row and column index vals for tfidf vectors with nonzeros
    as this represents the words that actually occur in the i-th document
    ''' 
    rows, cols = tfidf_vectors[i].nonzero()

    # For index number in columns array
    for c in cols:
        
        # Extract feature from tfidf list of features
        feature = fn[c]
        '''
        If feature word found in this document is also in the word embeddings of w2v,
        multiply its tfidf value against vectors from embedding
        Example, decimal like 0.03849398273 * array['100 vectors values here']
        Then add it to v array of started as zeros of same length
        So basically, mutiply both vectors for same word from different methods,
        Then total sum all these vectors for all the words existing into a single vector
        to represent document
        '''
        if feature in word_vectors.key_to_index:
            wv = word_vectors[feature] # Extract embedding of w2v of given word
            v += tfidf_vectors[i][0,c] * (wv)
            
    ''' 
    Once you add all vectors from w2v * value of given features,
    normalize it if needed when the total values greater than 0
    '''
    if np.linalg.norm(v) > 0:
        v = v/np.linalg.norm(v)
    # Add normalized averaged vector value into the list
    doc_v.append(v)

100%|██████████| 3696/3696 [00:51<00:00, 72.28it/s]

Test embeddings provided by Word2Vec¶

In [ ]:
# Test document embeddings given a keyword related to disaster topic
token = 'tornado'
# Get embedding/vector for said token from word vectors produced by word2Vec
token_v = word_vectors[token]
token_v # Array of 100 vals considered the dimensions of the word
Out[ ]:
array([-1.9829326 ,  0.7320774 ,  3.293356  ,  0.9877704 ,  1.3039805 ,
       -2.1519935 , -0.01983259, -0.44603795,  3.7409554 , -1.9179201 ,
        0.798887  ,  1.3320421 , -0.9369816 , -0.39762715,  0.78927857,
       -0.18617967,  1.7177906 , -0.45545614, -2.497579  , -0.22051217,
        0.39438334, -1.2982242 , -1.6697628 , -0.44038883, -1.0553797 ,
       -1.9406283 ,  0.9832364 ,  0.94890076,  0.3384368 , -0.05972191,
       -3.3342881 , -0.95717406, -0.33249825,  1.1144415 , -0.36511102,
        1.4388624 ,  1.8248267 , -4.871404  , -3.4187784 ,  2.430374  ,
        2.8409526 ,  2.503085  ,  0.8959569 , -0.7301209 ,  4.0382524 ,
        1.1185901 ,  0.75934184, -2.4578133 , -0.94011545,  0.9659979 ,
        2.641465  ,  2.8574533 , -2.0446062 ,  0.33952764,  0.03778506,
        0.63980204, -0.34452754,  3.1599083 ,  0.4603129 ,  0.01330951,
       -0.27908933,  1.1830375 ,  1.3427063 , -2.84597   ,  4.0366464 ,
        0.40502697,  1.2784637 , -1.7043315 ,  2.591941  , -2.9397523 ,
        1.3127282 , -1.0150856 ,  1.5146633 ,  0.70779586,  0.08104063,
       -1.1376133 ,  1.6215256 , -0.35157517, -0.17480887,  2.4753888 ,
        2.1680224 ,  4.3721333 , -1.1210883 ,  0.72515386, -0.22283025,
        0.32744706,  2.4984934 , -1.5748953 , -0.24956293,  1.7701424 ,
       -1.9320362 ,  1.1635563 ,  0.4885531 , -1.847722  ,  1.9001147 ,
        0.86616373,  1.2103161 ,  1.9847162 , -0.02923566, -3.6780345 ],
      dtype=float32)

Test document embeddings and its similarities to token word¶

In [ ]:
'''
Test if vectors appropiate by calculating cosine similarity distance to find out the document
most related to this token
'''
doc_list = cosine_similarity(doc_v, [token_v]) # Must be a double-nested list
# Lenght is all docs available in document embeddings/df
print(len(doc_list))
# Extract most similar document index and output
the_doc = doc_list.argmax()
print('Article title: ', df.iloc[the_doc]['title'])
df.iloc[the_doc]

3696
Article title:  Tornado Facts and History - StormAware
Out[ ]:
title                     Tornado Facts and History - StormAware
author                                                      None
publication                                                 None
body_text      MO.gov Find a State Agency Online Services Soc...
url             https://stormaware.mo.gov/tornado-facts-history/
state                                                   Missouri
nouns          MO.gov|State|Agency|Online|Services|Social|Med...
adjetives      wide|visible|nearby|little|possible|dark|green...
verbs          find|watch|be|strike|be|appear|rotate|shape|ex...
nav            MO.gov|find|State|Agency|Online|Services|Socia...
lemmas         MO.gov|find|a|State|Agency|Online|Services|Soc...
num_tokens                                                1018.0
Name: 275, dtype: object
In [ ]:
# Another test
token_v = word_vectors['hurricane']
doc_list = cosine_similarity(doc_v, [token_v]) # Must be a double-nested list
# Lenght is all docs available in document embeddings/df
print(len(doc_list))
# Extract most similar document index and output
the_doc = doc_list.argmax()
print('Article title: ', df.iloc[the_doc]['title'])
df.iloc[the_doc]

3696
Article title:  Powerful Storm and Hurricanes that happened in Georgia - Hurricane Information for Savannah GA
Out[ ]:
title          Powerful Storm and Hurricanes that happened in...
author                                              Daniel Smith
publication                                                 None
body_text      Latest information for Hurricanes Elsa in Sava...
url            https://hurricanesavannah.com/blog/powerful-st...
state                                                    Georgia
nouns          information|Hurricanes|Elsa|Savannah|GA|Powerf...
adjetives      late|bad|natural|more|deadly|southeastern|othe...
verbs          happen|be|think|be|have|hit|pass|start|cause|s...
nav            late|information|Hurricanes|Elsa|Savannah|GA|P...
lemmas         late|information|for|Hurricanes|Elsa|in|Savann...
num_tokens                                                 630.0
Name: 1372, dtype: object

Perform k-means clustering algorithm to group documents based on similarities which will be found via the document embeddings created through tf-idf and w2v¶

In [ ]:
'''
k-means function to calculate the cluster given a:
    params:
        - numint => number of desired clusters
        - doc_v:list => produced document embeddings list
        - print:bool => indicate if to print clusters as process being performed
    returns:
        - dictionary
        - indirectly edits df provided
'''
def k_clusters(df:pd.DataFrame, num_clusters:int, doc_v:list, printit:bool):
    # Dictionary to store clusters
    clusters = {}
    ''' 
    KMeans from sklearn package call function to create clusters
    Params:     n_clusters = number of desired clusters
                random_state = control level of randomness
    '''
    kmeans_doc = KMeans(n_clusters=num_clusters, random_state=42).fit(doc_v)

    # Get sets and index of documents in df
    sets = list([(i,d) for d,i in enumerate(kmeans_doc.labels_)])
    # Sort based on cluster number from 0 to cluster_num
    sets.sort(key=lambda x: x[0])

    # Store in dictionary and print out docs based on cluster number
    for i in range(num_clusters):

        # Get index representing document number
        cd = [tuple[1] for tuple in sets if tuple[0] == i]

        # Extract indexes and titles and store in dictionary
        clusters[i] = list(zip(cd, df.iloc[cd]['title'].tolist()))

        # Extract indexes and titles for print output
        # df.iloc[cd]['cluster_num'] = i
        df.loc[cd,'cluster_num'] = i
        
        # Print list of article titles
        if printit:
            print('passed')
            titles = pd.DataFrame(df.iloc[cd]['title'], columns=['title'])
            titles = titles.rename_axis('Document Number')
            print(f'\nCluster {i} contains a total of {len(cd)} documents with the following titles:\n')
            print(titles)

    return kmeans_doc, clusters
In [ ]:
# Create duplicate df and call K-Means algorithm function
df_temp = df.copy(deep=True)
num_c = 25
kmeans_c, cluster_dict = k_clusters(df_temp, num_c, doc_v, True)

passed

Cluster 0 contains a total of 60 documents with the following titles:

                                                             title
Document Number                                                   
2                Terrifying moment monster tornado rips apart A...
41                 Severe storms cause damage in western Wisconsin
153              Moment tornado barrels towards Nebraska highwa...
173                        wyoming storm | News, Videos & Articles
230              Georgia storm sees 19 dead as tornado clean-up...
285              Tornado-ravaged Mississippi faces MORE extreme...
347              Terrifying moment monster tornado rips apart A...
358              PHOTOS: Severe storms take down trees, powerli...
517              \n\tNevada Guardsman, movie subject, leads Nev...
672                        wyoming storm | News, Videos & Articles
708              PHOTOS: Severe storms take down trees, powerli...
718              PHOTOS: Severe storms take down trees, powerli...
874              Weird weather: Boise residents posted the stra...
891                   North Dakota storm | News, Videos & Articles
899              'This shook my soul:' Photos, videos show seve...
910                                     Page unavailable | AP News
1025                       wyoming storm | News, Videos & Articles
1152             PHOTOS: Severe storms take down trees, powerli...
1155             Moment tornado barrels towards Nebraska highwa...
1291             Tropical Storm Calvin leaves minor flooding in...
1299             Georgia storm sees 19 dead as tornado clean-up...
1307                       wyoming storm | News, Videos & Articles
1311             Winter isn't done: Powerful storm will bring s...
1314             Terrifying moment monster tornado rips apart A...
1470             Winter isn't done: Powerful storm will bring s...
1557                       wyoming storm | News, Videos & Articles
1567                  North Dakota storm | News, Videos & Articles
1647               Severe storms cause damage in western Wisconsin
1692             \n\tNevada Guardsman, movie subject, leads Nev...
1704               Severe storms cause damage in western Wisconsin
1877                       wyoming storm | News, Videos & Articles
1958             Moment tornado barrels towards Nebraska highwa...
1980                                    Page unavailable | AP News
1986             Georgia storm sees 19 dead as tornado clean-up...
2035             Tornadoes and severe storms tear through Kansa...
2101                                    Page unavailable | AP News
2243                  North Dakota storm | News, Videos & Articles
2330             Tornado-ravaged Mississippi faces MORE extreme...
2422             Winter isn't done: Powerful storm will bring s...
2458             Tornado-ravaged Mississippi faces MORE extreme...
2533                       wyoming storm | News, Videos & Articles
2570             Terrifying moment monster tornado rips apart A...
2597             Terrifying moment monster tornado rips apart A...
2604                  North Dakota storm | News, Videos & Articles
2757                  North Dakota storm | News, Videos & Articles
2864             PHOTOS: Severe storms take down trees, powerli...
2892                                    Page unavailable | AP News
2921                                    Page unavailable | AP News
2971             Terrifying moment monster tornado rips apart A...
3035                                    Page unavailable | AP News
3080             Terrifying moment monster tornado rips apart A...
3098               Severe storms cause damage in western Wisconsin
3283             Historic Winter Storm dumps TWO FEET of snow i...
3287                 west virginia storm | News, Videos & Articles
3381                  North Dakota storm | News, Videos & Articles
3432                                    Page unavailable | AP News
3521                  South Dakota storm | News, Videos & Articles
3583             Terrifying moment monster tornado rips apart A...
3664             Tornadoes and severe storms tear through Kansa...
3676             Three die after killer tornados and severe sto...
passed

Cluster 1 contains a total of 213 documents with the following titles:

                                                             title
Document Number                                                   
13               More flash flooding looms for Vermont as sever...
58                  Severe storms possible in Ohio Wednesday night
97               Southwestern Kansas sees tornado after forecas...
134              Weather 101: Understanding Oklahoma's severe s...
160              Washington DC, Maryland, Virginia Weather: Sto...
...                                                            ...
3656             Severe storms possible in Wisconsin Wednesday ...
3661             Historic floods hit Nebraska after 'bomb cyclo...
3679                    Storms wrap up overnight | News | wkow.com
3682             More bad weather projected as Kentucky communi...
3683             Thursday forecast: Severe weather for 40M; 3 d...

[213 rows x 1 columns]
passed

Cluster 2 contains a total of 276 documents with the following titles:

                                                             title
Document Number                                                   
8                GALLERY: Utah's Weather Authority captures pho...
28               Illinois surveys storm damage after tornadoes ...
37               BREAKING Friday night storm hits Wellman hard ...
42               Severe storms cause damage throughout Western ...
75               Tornado and other severe weather kill 3, damag...
...                                                            ...
3648             Major damage reported in NH as severe storms m...
3668             Terrible tempest sweeps through Keokuk | Daily...
3677             GALLERY: Utah's Weather Authority captures pho...
3687             Severe storms topple trees, leave thousands wi...
3690             Tornado warned storms leave paths of damage in...

[276 rows x 1 columns]
passed

Cluster 3 contains a total of 45 documents with the following titles:

                                                             title
Document Number                                                   
16               Stormy Monday night in Nebraska with severe st...
33               \n\tStorms cause destruction in NW Ohio | The ...
189                          Weather news and local forecast - CNN
362                          Weather news and local forecast - CNN
392              More rain in Nebraska Friday; small chance of ...
756                Severe storms expected in Nebraska Friday night
813              More rain in Nebraska Friday; small chance of ...
854                          Weather news and local forecast - CNN
873                          Weather news and local forecast - CNN
875                          Weather news and local forecast - CNN
929              More rain in Nebraska Friday; small chance of ...
985                          Weather news and local forecast - CNN
1186                         Weather news and local forecast - CNN
1331               Severe storms expected in Nebraska Friday night
1440             Stormy Monday night in Nebraska with severe st...
1513                         Weather news and local forecast - CNN
1674                         Weather news and local forecast - CNN
1741             Stormy Monday night in Nebraska with severe st...
1746             \n\tStorms cause destruction in NW Ohio | The ...
2158             \n\tStorms cause destruction in NW Ohio | The ...
2238             Stormy Monday night in Nebraska with severe st...
2288                         Weather news and local forecast - CNN
2302             \n\tStorms cause destruction in NW Ohio | The ...
2314               Severe storms expected in Nebraska Friday night
2419             More rain in Nebraska Friday; small chance of ...
2558                         Weather news and local forecast - CNN
2608                         Weather news and local forecast - CNN
2621             Colorado State University predicting an above-...
2641                         Weather news and local forecast - CNN
2677               Severe storms expected in Nebraska Friday night
2758             More rain in Nebraska Friday; small chance of ...
2826                         Weather news and local forecast - CNN
2851             Arkansas Storm Team Weather Blog: Watching two...
2945               Severe storms expected in Nebraska Friday night
3065                         Weather news and local forecast - CNN
3134             \n\tStorms cause destruction in NW Ohio | The ...
3160             Arkansas Storm Team Weather Blog: Watching two...
3344                         Weather news and local forecast - CNN
3398                         Weather news and local forecast - CNN
3418                         Weather news and local forecast - CNN
3492                         Weather news and local forecast - CNN
3508             \n\tStorms cause destruction in NW Ohio | The ...
3523                         Weather news and local forecast - CNN
3570             Stormy Monday night in Nebraska with severe st...
3654             Colorado State University predicting an above-...
passed

Cluster 4 contains a total of 174 documents with the following titles:

                                                             title
Document Number                                                   
11               SE Wyoming Storm Could Bring Over A Foot Of Sn...
39                                            Nevada | FOX Weather
40               Colorado Weather: Winter Storm Watch Front Ran...
45               Tornado kills 1 in Sussex County as storm carv...
105               Wyoming Statutes § 40-12-704 (2019) - Disclos...
...                                                            ...
3652             Photographer captures wall of dust in South Da...
3653             US braces for Arctic Christmas weather; winter...
3666             Severe weather in Delaware sends beach umbrell...
3672             Henri heads out to sea, leaving behind $12B in...
3689             Storms take down wires, wash out roads in part...

[174 rows x 1 columns]
passed

Cluster 5 contains a total of 151 documents with the following titles:

                                                             title
Document Number                                                   
23               Winter Storm Riley Brings Massive Flooding to ...
47               Explaining the forces that fueled Alabama’s de...
109              On This Day: The 1993 Storm of the Century | N...
151              It’s Too Soon to Attribute the California Stor...
210              Big Island Storm Damage Results From Hawaii’s ...
...                                                            ...
3617             Year Round Weather & Present Day Forecasts for...
3628             Montana's extreme weather helps shape characte...
3670                                             Arizona — Weather
3671             It’s Too Soon to Attribute the California Stor...
3693                                          New Mexico — Weather

[151 rows x 1 columns]
passed

Cluster 6 contains a total of 176 documents with the following titles:

                                                             title
Document Number                                                   
49               Louisiana hurricane rapid intensification threat 
60               Alaska braces for impact of 'historic-level st...
65               Ian regains hurricane strength as it moves tow...
70               Tropical Storm Calvin passes over Hawaii and l...
82               Storm in Atlantic not immediate concern for So...
...                                                            ...
3647             Alaska's western coast is expecting high winds...
3657             Dangerous paradise? Complacency among longtime...
3674             Hawaii Gets Through 2020 Hurricane Season Sans...
3675             Tropical Storm Calvin passes over Hawaii and l...
3680             Dangerous paradise? Complacency among longtime...

[176 rows x 1 columns]
passed

Cluster 7 contains a total of 209 documents with the following titles:

                                                             title
Document Number                                                   
4                Wind, cold, and snow set to paralyze Iowa trav...
19               Storms cause flooding in parts of New Jersey |...
44               76,000 without power following severe storms T...
55               Agencies, utilities across the state prepare f...
61               Wind, cold, and snow set to paralyze Iowa trav...
...                                                            ...
3594             Lingering storm damage, power outages across J...
3623             Reports of damage after severe storms move thr...
3627             Nearly 200 Mississippi structures damaged by r...
3658             Western Mass News: Springfield News, Weather, ...
3681             What you should know about tornadoes and storm...

[209 rows x 1 columns]
passed

Cluster 8 contains a total of 85 documents with the following titles:

                                                             title
Document Number                                                   
78               Winter Storm Sage: Difficult Commutes Ahead; N...
115              Tornadoes, Storms Slam Arkansas, Illinois, Iow...
116              Storm system moving into New Mexico, dangerous...
118              Tropical Storm Calvin is affecting travel for ...
150              WV's Eastern mountains brace for rare May snow...
...                                                            ...
3579             Atmospheric River-Fed Storm Pummels California...
3589             Vermont, New York Hit With Destructive Floodin...
3605             Tornadoes, Storms Slam Arkansas, Illinois, Iow...
3610             OH:  OHIO, WEST VIRGINIA STORM DAMAGE | Nation...
3631             Rare, clockwise-spinning tornado touches down ...

[85 rows x 1 columns]
passed

Cluster 9 contains a total of 171 documents with the following titles:

                                                             title
Document Number                                                   
21               Flash floods kill at least 5 people in Pennsyl...
38               BREAKING NEWS (updated with photos): Storm pro...
64               Vermonters rush to dry out flooded homes and b...
85               Vermont floods have led to more than 100 rescu...
94               More rain, more bodies in flooded Kentucky mou...
...                                                            ...
3528             Tropical Storm Henri makes landfall in Rhode I...
3613             Vermont governor seeks major disaster declarat...
3637             Vermont floods have led to more than 100 rescu...
3655             \n    Governor: Search for victims in Kentucky...
3662             North Carolina agricultural town threatened by...

[171 rows x 1 columns]
passed

Cluster 10 contains a total of 250 documents with the following titles:

                                                             title
Document Number                                                   
3                Maryland weather: Storms cease Tuesday night a...
32               Severe weather threat dissipates as morning th...
50               Parts of Missouri left with storm damage after...
51               Hurricane Ian: Will it affect Nashville and Mi...
56                4 tornadoes touch down in New Jersey: NWS - WHYY
...                                                            ...
3584              Spring storm hits Maine island with 70 mph gusts
3586             NYC Weather: Severe storms cause damage across...
3602             Chicago weather: Strong storms move through pa...
3660             \n\tWinter storm causes some damage with anoth...
3667             Severe storms possible in Baltimore area on Tu...

[250 rows x 1 columns]
passed

Cluster 11 contains a total of 91 documents with the following titles:

                                                             title
Document Number                                                   
174              Tornadoes, Storms Carve Deadly Path Through Ar...
284              Blizzard Dumps Over A Foot Of Snow From Utah t...
294              Tornadoes, Storms Carve Deadly Path Through Ar...
323              Tornadoes, Storms Carve Deadly Path Through Ar...
334              Derecho Leaves Trail Of Damage Across Illinois...
...                                                            ...
3562             Winter Storm Sage: Northeast, New England Begi...
3575             Blizzard Dumps Over A Foot Of Snow From Utah t...
3620             What 11 Feet of Snow In Four Days Looks Like i...
3621             Tornadoes, Storms Carve Deadly Path Through Ar...
3686             Active Storm Track Makes Montana This Winter's...

[91 rows x 1 columns]
passed

Cluster 12 contains a total of 210 documents with the following titles:

                                                             title
Document Number                                                   
1                Fatality confirmed in Vermont flooding amid ex...
17               Tornado damages Pfizer plant in North Carolina...
35               \n    Huge storm system brings killer tornadoe...
43               Tornadoes spawned by huge system destroy homes...
63               Fatality confirmed in Vermont flooding amid ex...
...                                                            ...
3614             1 killed and almost 2 dozen injured in overnig...
3616             Winter storm: Tornadoes and severe winds strik...
3626             EF3 tornado rips through North Carolina amid e...
3650             More storms headed for Great Plains after torn...
3669             Fatality confirmed in Vermont flooding amid ex...

[210 rows x 1 columns]
passed

Cluster 13 contains a total of 61 documents with the following titles:

                                                             title
Document Number                                                   
5                Characterization of storm flow dynamics of hea...
191              Environmental impacts of Hurricane Florence fl...
193              Storm surge and ponding explain mangrove dieba...
218                         Saving New Jersey from the Rising Tide
247              Frontiers | Impact of Hurricane Katrina on the...
...                                                            ...
3481             Community-scale big data reveals disparate imp...
3484                             Storm Surges | Maryland Sea Grant
3487                    Arctic Storms (U.S. National Park Service)
3515             New Mexico - Desert, Semi-Arid, Arid | Britannica
3564                              TNC Lessons from Hurricane Sandy

[61 rows x 1 columns]
passed

Cluster 14 contains a total of 96 documents with the following titles:

                                                             title
Document Number                                                   
9                                     Texas winter storm explained
36               Texas’s Winter Storm Killed Hundreds More Than...
59               Entergy Mississippi storm update – 6/17/23, 10...
67               Texans brace for freezing weather in hopes sto...
73               Winter Storm Preparedness & Blizzard Safety | ...
...                                                            ...
3468             Texans brace for freezing weather in hopes sto...
3530                                  Texas winter storm explained
3549             Texas’s Winter Storm Killed Hundreds More Than...
3619             Michigan ice storm leaves power out to more th...
3673             Winter Storm Preparedness & Blizzard Safety | ...

[96 rows x 1 columns]
passed

Cluster 15 contains a total of 38 documents with the following titles:

                          title
Document Number                
96               Page Not Found
139              Page Not Found
342              Page Not Found
486              Page Not Found
542              Page Not Found
694              Page Not Found
735              Page Not Found
780              Page Not Found
974              Page Not Found
1104             Page Not Found
1129             Page Not Found
1271             Page Not Found
1454             Page Not Found
1506             Page Not Found
1559             Page Not Found
1564             Page Not Found
1603             Page Not Found
1628             Page Not Found
1630             Page Not Found
1650             Page Not Found
1670             Page Not Found
1700             Page Not Found
1729             Page Not Found
1822             Page Not Found
1833             Page Not Found
1930             Page Not Found
2208             Page Not Found
2335             Page Not Found
2408             Page Not Found
2417             Page Not Found
2746             Page Not Found
2775             Page Not Found
2782             Page Not Found
2823             Page Not Found
3230             Page Not Found
3234             Page Not Found
3368             Page Not Found
3489             Page Not Found
passed

Cluster 16 contains a total of 176 documents with the following titles:

                                                             title
Document Number                                                   
6                Extreme wind, snow left thousands without powe...
7                Storm Area 51 still affects tiny Nevada town a...
15               Tornado hits South Dakota hospital: ‘All are s...
53               \n\tUpdate: Intense storm dumps snow, knocks o...
57               Montana and North Dakota are hit by 'one-in-a-...
...                                                            ...
3533             PHOTO GALLERY: Storms wallop East Central Illi...
3540                          Storm on the Salmon - IDAHO magazine
3553             Montana and North Dakota are hit by 'one-in-a-...
3615             Storm strands hundreds overnight on Virginia h...
3688             Wind, hail and winter storm were among costly ...

[176 rows x 1 columns]
passed

Cluster 17 contains a total of 204 documents with the following titles:

                                                             title
Document Number                                                   
22               Winter weather: NH, Maine see snow, slick road...
31               ‘Unprecedented’ storm brings Minnesota’s first...
84               Here’s How Much Snow Central Maine is Going to...
98               Winter storm: North America hit by blizzards a...
100              Montana hit by ‘unprecedented’ September winte...
...                                                            ...
3640             Record-breaking storm blasts Northern Nevada, ...
3644                       Utah Weather in the Fall - PhotoJeepers
3649             Montana hit by ‘unprecedented’ September winte...
3692             Winter Storm Approaching Idaho; Expert Boise S...
3694             Snow maps: Massachusetts forecast for March 3-...

[204 rows x 1 columns]
passed

Cluster 18 contains a total of 29 documents with the following titles:

                                                             title
Document Number                                                   
119              Winter storm blankets Western Oregon, SW. Wash...
148              How massive Sierra storms are helping Nevada's...
182              Winter storm blankets Western Oregon, SW. Wash...
194              Wisconsin storms bring 3 tornados; 1 man dies ...
402              Streets flood as heavy rain, high winds lash R...
530              PHOTOS: Some damage reported as storms hit Mid...
806              Winter storm blankets Western Oregon, SW. Wash...
869              Beaches prep for summer, as some Delaware town...
950              Wisconsin storms bring 3 tornados; 1 man dies ...
1142             How massive Sierra storms are helping Nevada's...
1363             Coastal communities prepare for storm's potent...
1582             Powerful Storm Set to Pack a Punch in Maine | ...
1973             SEE IT: Hail downpours damage Cambridge, Maryl...
2022             Streets flood as heavy rain, high winds lash N...
2067             FIRST ALERT WEATHER: Winter storm continues to...
2080             Streets flood as heavy rain, high winds lash R...
2165             How massive Sierra storms are helping Nevada's...
2406             How massive Sierra storms are helping Nevada's...
2409             Winter storm blankets Western Oregon, SW. Wash...
2428             Winter storm blankets Western Oregon, SW. Wash...
2492             Winter storm blankets Western Oregon, SW. Wash...
2610             Streets flood as heavy rain, high winds lash R...
2666             SEE IT: Hail downpours damage Cambridge, Maryl...
2796             Widespread travel impacts as a winter storm br...
2976             How massive Sierra storms are helping Nevada's...
3167             Coastal storm system pumping more moisture int...
3383             How massive Sierra storms are helping Nevada's...
3412             Utah residents dig out from storm amid flood c...
3641             Powerful Storm Set to Pack a Punch in Maine | ...
passed

Cluster 19 contains a total of 49 documents with the following titles:

                                                             title
Document Number                                                   
224              Powerful storms slam South; at least 6 killed ...
227              Kentucky Gov. declares state of emergency afte...
433              Tropical storm Lane threatens more Hawaii floo...
646              At least 8 dead as ice storm rages in the Sout...
789              Powerful storms slam South; at least 6 killed ...
898              Possible tornado hits Arkansas; Deep South bra...
911              Tropical storm Lane threatens more Hawaii floo...
981              Hurricane Laura leaves damage in Louisiana, we...
1030             Kentucky Gov. declares state of emergency afte...
1107             Ian now tropical storm after hitting Florida a...
1146             Kentucky Gov. declares state of emergency afte...
1265             Nor'easter spurs rescues in New Jersey as area...
1361             Hurricane winds will get stronger in places li...
1375             Powerful storms slam South; at least 6 killed ...
1432             Thousands without power as California storms b...
1450             Kentucky Gov. declares state of emergency afte...
1460             Flooding threatens Vermont's capital as crews ...
1493             Flood waters receding after storm batters west...
1563             At least 8 dead as ice storm rages in the Sout...
1656             California braces for powerful atmospheric riv...
1735             Powerful storms slam South; at least 6 killed ...
1891             Powerful storms slam South; at least 6 killed ...
1927             Hurricane Laura leaves damage in Louisiana, we...
1984             Hurricane Laura leaves damage in Louisiana, we...
2130             Kentucky Gov. declares state of emergency afte...
2225             Tropical storm Lane threatens more Hawaii floo...
2255             Nor'easter spurs rescues in New Jersey as area...
2275             Flood waters receding after storm batters west...
2364             Powerful storms slam South; at least 6 killed ...
2381             Tropical storm Lane threatens more Hawaii floo...
2414             Powerful storms slam South; at least 6 killed ...
2440             Kentucky Gov. declares state of emergency afte...
2592             Kentucky Gov. declares state of emergency afte...
2627             Tropical storm Lane threatens more Hawaii floo...
2724             Tropical storm Lane threatens more Hawaii floo...
2725             At least 8 dead as ice storm rages in the Sout...
2791             Kentucky tornadoes: 74 confirmed dead, Biden t...
3005             At least 8 dead as ice storm rages in the Sout...
3175             At least 8 dead as ice storm rages in the Sout...
3219             Nor'easter spurs rescues in New Jersey as area...
3221             Kentucky Gov. declares state of emergency afte...
3251             Ian now tropical storm after hitting Florida a...
3319             Kentucky Gov. declares state of emergency afte...
3371             Nor'easter spurs rescues in New Jersey as area...
3380             Tropical storm Lane threatens more Hawaii floo...
3419             Flood waters receding after storm batters west...
3460             Ian now tropical storm after hitting Florida a...
3539             Nor'easter spurs rescues in New Jersey as area...
3651             Powerful storms slam South; at least 6 killed ...
passed

Cluster 20 contains a total of 179 documents with the following titles:

                                                             title
Document Number                                                   
0                Tornadoes severe weather updates: 26 dead in M...
14               US: Biden declares emergency for Mississippi’s...
24               At least 24 dead after tornado rips through Na...
26               Missouri tornado kills multiple people, wreaks...
27               Tornadoes severe weather updates: 26 dead in M...
...                                                            ...
3554             Tornadoes strike Texas, Oklahoma; more storms ...
3622             Photos: Punishing storms devastate Louisiana |...
3638             US tornado and storms kill at least 25 people ...
3659             \n    At least 33 dead, dozens more injured as...
3684             Missouri Tornado: 5 Killed In Latest Severe Ea...

[179 rows x 1 columns]
passed

Cluster 21 contains a total of 244 documents with the following titles:

                                                             title
Document Number                                                   
18                                 Climate Journal | Minnesota DNR
29               Massive winter storm to unload snow from Illin...
30               The Remnants of Hurricane Nicole will bring tr...
54                        Welcome To Southeast New Mexico Weather.
81               OH:  OHIO, WEST VIRGINIA STORM DAMAGE | Weathe...
...                                                            ...
3600                                                       Weather
3629             Coast-to-coast storm set to follow early week ...
3663             First major winter storm forecast for northcen...
3685             Northeast Ohio will get hit with severe storms...
3691             Snow In Wednesday Forecast For NJ: See Storm T...

[244 rows x 1 columns]
passed

Cluster 22 contains a total of 310 documents with the following titles:

                                                             title
Document Number                                                   
12               Winter storm predicted for much of North Dakot...
20               New Mexico storm expected to cause severe driv...
25               Montana issues winter storm advisory, followed...
34               Blizzard conditions projected as southwest Nor...
46               Weather wallop: Winter storm to bring signific...
...                                                            ...
3618             Winter storm closes roads in Wyoming, Colorado...
3635             These Are The Worst Snowstorms In Pennsylvania...
3639             Los Angeles area still blanketed by snow in ra...
3645             Winter storm rolls through North Dakota, north...
3678             A Terrifying, Deadly Storm Struck Maine In 195...

[310 rows x 1 columns]
passed

Cluster 23 contains a total of 44 documents with the following titles:

                                                             title
Document Number                                                   
129              \n\tNearly 250 Soldiers on winter storm duty i...
221              45 Years Ago: Georgia National Guard Responds ...
394              \n\tNearly 250 Soldiers on winter storm duty i...
462              Justice declares State of Emergency for all 55...
465              \n\tSouth Dakota National Guard continues supp...
579              \n\tTexas Army Guard responds to winter storm,...
585              \n\tAlaska National Guard stages second team i...
600              45 Years Ago: Georgia National Guard Responds ...
627              \n\tNearly 250 Soldiers on winter storm duty i...
633              Justice declares State of Emergency for all 55...
990              Justice declares State of Emergency for all 55...
997              \n\tUtah National Guard responds to Utah’s win...
1049             \n\tUtah National Guard responds to Utah’s win...
1189             \n\tNearly 250 Soldiers on winter storm duty i...
1276             \n\tUtah National Guard responds to Utah’s win...
1312             \n\tUtah National Guard responds to Utah’s win...
1319             Justice declares State of Emergency for all 55...
1449             \n\tNearly 250 Soldiers on winter storm duty i...
1532             \n\tAlaska National Guard stages second team i...
1667             \n\tUtah National Guard responds to Utah’s win...
1680             45 Years Ago: Georgia National Guard Responds ...
1732             \n\tNearly 250 Soldiers on winter storm duty i...
1940             \n\tAlaska National Guard stages second team i...
2030             \n\tVirginia National Guard staged, ready for ...
2062             45 Years Ago: Georgia National Guard Responds ...
2203             \n\tNearly 250 Soldiers on winter storm duty i...
2296             Justice declares State of Emergency for all 55...
2340             \n\tVirginia National Guard mobilizes for Trop...
2512                                   History of the Georgia N...
2522             \n\tVirginia National Guard staged, ready for ...
2537             \n\tSouth Dakota National Guard continues supp...
2549             45 Years Ago: Georgia National Guard Responds ...
2668             Justice declares State of Emergency for all 55...
2744             \n\tAlaska National Guard stages second team i...
2788             \n\tNearly 250 Soldiers on winter storm duty i...
2866             \n\tNearly 250 Soldiers on winter storm duty i...
2967             45 Years Ago: Georgia National Guard Responds ...
3233             Justice declares State of Emergency for all 55...
3262             \n\tSouth Dakota National Guard continues supp...
3555             \n\tAlaska National Guard stages second team i...
3603             45 Years Ago: Georgia National Guard Responds ...
3630             45 Years Ago: Georgia National Guard Responds ...
3632             \n\tIdaho National Guard helps with snow remov...
3665             45 Years Ago: Georgia National Guard Responds ...
passed

Cluster 24 contains a total of 155 documents with the following titles:

                                                             title
Document Number                                                   
10               Hawaii Severe Weather Events | Hawaii Severe s...
48               Commentary: The climate crisis is Maine’s stor...
95               Wisconsin is woefully unprepared for increase ...
152                                RI.gov: Rhode Island Government
219                  Tornado Season: Are You Ready? | MU Extension
...                                                            ...
3503             EXECUTIVE ORDER AUTHORIZING EMERGENCY PAID LEA...
3507             Hawaii Severe Weather Events | Hawaii Severe s...
3581                           Storm Damage · Modern Remodeling MD
3643             Samaritan’s Purse Responds to Storms in Marked...
3695             Pennsylvania must do better to address storm w...

[155 rows x 1 columns]
In [ ]:
# Output sample df with clusters set for 25
df_temp.sample(4)
Out[ ]:
title author publication body_text url state nouns adjetives verbs nav lemmas num_tokens cluster_num
1342 New York deadly storm kills woman in her mid-3... Claudia Aoraha None US women spark fury with ANOTHER listless rend... https://www.dailymail.co.uk/news/article-12281... New York US|woman|fury|rendition|Star|Spangled|Banner|W... listless|other|dramatic|second|irreconcilable|... spark|sing|wrap|escape|burn|crash|do|need|let|... US|woman|spark|fury|listless|rendition|Star|Sp... US|woman|spark|fury|with|another|listless|rend... 4767.0 16.0
559 Winter storm sweeps through Maine, bringing sn... None None Sign in or Subscribe See Offers Sun JournalPr... https://www.sunjournal.com/2022/01/17/winter-s... Maine sign|Offers|Sun|JournalPress|HeraldCentral|Mai... 175th|175th|icy|significant|more|more|active|h... subscribe|see|do|add|subscribe|pay|do|add|swee... sign|subscribe|see|Offers|Sun|JournalPress|Her... sign|in|or|subscribe| |see|Offers|Sun|JournalP... 1588.0 17.0
272 Storm headed into West Virginia packs a punch ... Chris Lawrence None About Us    |    Our People    |    Affiliates... https://wvmetronews.com/2023/03/24/storm-heade... West Virginia Us|People|Affiliates|||Advertise|Talkline|Hopp... high|next|usual|sure|same|necessary|minor|majo... head|pack|say|be|strike|could|create|be|stretc... Us|People|Affiliates|||Advertise|Talkline|Hopp... about|Us|   |||   |our|People|   |||   |Affili... 743.0 9.0
3408 American Red Cross Responds to Western Alaska ... None None Virtual Family Assistance Center (COVID-19 Con... https://www.redcross.org/local/alaska/about-us... Alaska Virtual|Family|Assistance|Center|COVID-19|Cond... small|severe|small|common|accessible|particula... load|travel|call|be|impact|be|be|view|be|hit|b... Virtual|Family|Assistance|Center|COVID-19|Cond... Virtual|Family|Assistance|Center|(|COVID-19|Co... 1769.0 24.0
In [ ]:
# Store df as picke if needed for temporary analysis
df_temp.to_pickle(f'k_cluster_{num_c}.pkl')

Cluster Mean Similarity to check levels of similarity between clusters created by program¶

In [ ]:
def mean_similarity(kmeans_doc, num_clusters, doc_v):
    # Make documents embeddings into a dataframe
    dv_df = pd.DataFrame(doc_v)

    # Navigate through all clusters
    clusters_mean = []

    for cluster in range(num_clusters):
        # Get sets and index of documents in df
        sets = list([(i,d) for d,i in enumerate(kmeans_doc.labels_)])
        # Sort based on cluster number from 0 to cluster_num
        sets.sort(key=lambda x: x[0])

        # Get document index for all documents in said cluster
        doc_indx = [tuple[1] for tuple in sets if tuple[0] == cluster]
        cluster_df = dv_df.iloc[doc_indx]

        # Create cosine similarity matrix for all values in cluster
        pairs = cosine_similarity(cluster_df, cluster_df)

        # Extract non-repeated pairs in cosine matrix
        count = 1
        count_pairs = 0
        suma = 0
        for i in range(len(pairs)):
            for j in range(count, len(pairs[0])):
                count_pairs += 1 # Tracking # of pairs
                suma += pairs[i][j] # add up cosine value for pairs to total sum
                
            # Update count so to not repeat pairs on df
            count += 1
        # Divide the sum by number of pairs to calculate mean of clusters
        clusters_mean.append(suma/count_pairs)
        print(f'\nDocument cluster {cluster} has: \n{len(doc_indx)} Documents \n{count_pairs} document pairs \nMean similarity of {clusters_mean[cluster]}')
    
    return clusters_mean
In [ ]:
means = mean_similarity(kmeans_c, num_c, doc_v)
means

Document cluster 0 has: 
60 Documents 
1770 document pairs 
Mean similarity of 0.8078847102979843

Document cluster 1 has: 
213 Documents 
22578 document pairs 
Mean similarity of 0.8231114619109814

Document cluster 2 has: 
276 Documents 
37950 document pairs 
Mean similarity of 0.843177892986852

Document cluster 3 has: 
45 Documents 
990 document pairs 
Mean similarity of 0.801595518781986

Document cluster 4 has: 
174 Documents 
15051 document pairs 
Mean similarity of 0.713291398564226

Document cluster 5 has: 
151 Documents 
11325 document pairs 
Mean similarity of 0.8203965524078194

Document cluster 6 has: 
176 Documents 
15400 document pairs 
Mean similarity of 0.811755508994434

Document cluster 7 has: 
209 Documents 
21736 document pairs 
Mean similarity of 0.88775067203513

Document cluster 8 has: 
85 Documents 
3570 document pairs 
Mean similarity of 0.8937867397487473

Document cluster 9 has: 
171 Documents 
14535 document pairs 
Mean similarity of 0.8672576331190377

Document cluster 10 has: 
250 Documents 
31125 document pairs 
Mean similarity of 0.8242778381433684

Document cluster 11 has: 
91 Documents 
4095 document pairs 
Mean similarity of 1.0000000000000002

Document cluster 12 has: 
210 Documents 
21945 document pairs 
Mean similarity of 0.8709456466155662

Document cluster 13 has: 
61 Documents 
1830 document pairs 
Mean similarity of 0.8572662143751438

Document cluster 14 has: 
96 Documents 
4560 document pairs 
Mean similarity of 0.8372063460677439

Document cluster 15 has: 
38 Documents 
703 document pairs 
Mean similarity of 0.999683649780931

Document cluster 16 has: 
176 Documents 
15400 document pairs 
Mean similarity of 0.8255299288104371

Document cluster 17 has: 
204 Documents 
20706 document pairs 
Mean similarity of 0.7907995892355921

Document cluster 18 has: 
29 Documents 
406 document pairs 
Mean similarity of 0.8080245822244392

Document cluster 19 has: 
49 Documents 
1176 document pairs 
Mean similarity of 0.9419211284237851

Document cluster 20 has: 
179 Documents 
15931 document pairs 
Mean similarity of 0.8470431868643211

Document cluster 21 has: 
244 Documents 
29646 document pairs 
Mean similarity of 0.8327296570371865

Document cluster 22 has: 
310 Documents 
47895 document pairs 
Mean similarity of 0.8525582272128276

Document cluster 23 has: 
44 Documents 
946 document pairs 
Mean similarity of 0.9109437581438963

Document cluster 24 has: 
155 Documents 
11935 document pairs 
Mean similarity of 0.8080591453656234
Out[ ]:
[0.8078847102979843,
 0.8231114619109814,
 0.843177892986852,
 0.801595518781986,
 0.713291398564226,
 0.8203965524078194,
 0.811755508994434,
 0.88775067203513,
 0.8937867397487473,
 0.8672576331190377,
 0.8242778381433684,
 1.0000000000000002,
 0.8709456466155662,
 0.8572662143751438,
 0.8372063460677439,
 0.999683649780931,
 0.8255299288104371,
 0.7907995892355921,
 0.8080245822244392,
 0.9419211284237851,
 0.8470431868643211,
 0.8327296570371865,
 0.8525582272128276,
 0.9109437581438963,
 0.8080591453656234]
In [ ]:
df_temp
Out[ ]:
title author publication body_text url state nouns adjetives verbs nav lemmas num_tokens cluster_num
0 Tornadoes severe weather updates: 26 dead in M... None None Start the day smarter How often do women givin... https://www.usatoday.com/story/news/nation/202... Mississippi day|woman|birth|hospital|heart|attack|seizure|... smart|individual|other|deadly|notable|severe|d... start|do|give|experience|podcast|sell|topic'wi... start|day|smart|do|woman|give|birth|individual... start|the|day|smart|how|often|do|woman|give|bi... 2488.0 20.0
1 Fatality confirmed in Vermont flooding amid ex... ABC News None ABC NewsVideoLiveShowsElectionsInterest Succe... https://abcnews.go.com/US/tornadoes-midwest-fl... Illinois ABC|NewsVideoLiveShowsElectionsInterest|Succes... aboutturn|extreme|nationwideExtreme|most|multi... notify|break|confirm|flood|continue|affect|pas... ABC|NewsVideoLiveShowsElectionsInterest|Succes... |ABC|NewsVideoLiveShowsElectionsInterest|Succ... 998.0 12.0
2 Terrifying moment monster tornado rips apart A... Aneeta Bhole None US women spark fury with ANOTHER listless rend... https://www.dailymail.co.uk/news/article-11926... Arkansas US|woman|fury|rendition|Star|Spangled|Banner|W... listless|other|new|devastated|second|irreconci... spark|sing|wrap|file|feel|abandon|file|cite|be... US|woman|spark|fury|listless|rendition|Star|Sp... US|woman|spark|fury|with|another|listless|rend... 13383.0 0.0
3 Maryland weather: Storms cease Tuesday night a... None None Close this dialog This website stores data suc... https://www.baltimoresun.com/weather/bs-md-thu... Maryland dialog|website|datum|cookie|site|functionality... such|essential|new|new|new|new|new|new|new|new... close|store|enable|remain|indicate|services(op... close|dialog|website|store|datum|such|cookie|e... close|this|dialog|this|website|store|datum|suc... 928.0 10.0
4 Wind, cold, and snow set to paralyze Iowa trav... None None Election Results Streaming Iowa News Metro New... https://who13.com/weather/winter-storm-targeti... Iowa election|result|Iowa|News|Metro|News|National|... black|newborn|republican|ready|senior|cardiac|... stream|vote|honor|accuse|drown|plead|arrest|as... election|result|stream|Iowa|News|Metro|News|Na... election|result|stream|Iowa|News|Metro|News|Na... 1601.0 7.0
... ... ... ... ... ... ... ... ... ... ... ... ... ...
3691 Snow In Wednesday Forecast For NJ: See Storm T... None None Skip to main contentAcross New JerseySubscribe... https://patch.com/new-jersey/across-nj/snow-ic... New Jersey NewsCommunity|CornerCrime|SafetyPolitics|Gover... main|new|jerseysubscribepostadvertisestate|lat... skip|communitiesAdvertiseNearby|see|could|peak... skip|main|new|jerseysubscribepostadvertisestat... skip|to|main|contentacross|new|jerseysubscribe... 1415.0 21.0
3692 Winter Storm Approaching Idaho; Expert Boise S... None None Skip to main contentSkip to site footerTrendin... https://liteonline.com/major-winter-storm-appr... Idaho contentskip|footertrending|Great|Dolphin|DunkD... main|significant|young|impossible|same|further... skip|site|win|kanelistenlisten|livealexagoogle... skip|main|contentskip|site|footertrending|Grea... skip|to|main|contentskip|to|site|footertrendin... 1326.0 17.0
3693 New Mexico — Weather None None If you don't have an account yet, make one her... https://www.iexplore.com/articles/travel-guide... New Mexico account|sign|Sign|Facebook|New|Mexico|land|cli... high|dry|southern|warm|mild|daily|hot|dry|Most... do|have|make|click|acknowledge|be|share|be|tra... do|have|account|make|click|sign|Sign|Facebook|... if|you|do|not|have|an|account|yet|,|make|one|h... 474.0 5.0
3694 Snow maps: Massachusetts forecast for March 3-... Dialynn Dwyer None Tell Us Readers Say Book Club Cocktail Club Th... https://www.boston.com/weather/weather/2023/03... Massachusetts Us|reader|Say|Book|Club|Cocktail|Club|B|start|... side|fresh|side|fresh|much|sloppy|immediate|wi... tell|tell|map|expect|change|say|might|want|kee... tell|Us|reader|Say|Book|Club|Cocktail|Club|B|s... tell|Us|reader|Say|Book|Club|Cocktail|Club|the... 1005.0 17.0
3695 Pennsylvania must do better to address storm w... None None Skip to ArticleSet weatherBack To Main MenuClo... https://www.pennlive.com/opinion/2022/03/penns... Pennsylvania articleset|weatherback|main|weatherset|locatio... evident|previous|historic|own|9th|less|prepare... skip|menuclosecustomize|must|do|address|break|... skip|articleset|weatherback|main|menuclosecust... skip|to|articleset|weatherback|to|main|menuclo... 811.0 24.0

3696 rows × 13 columns

In [ ]:
# looking at the clusters and their titles/nouns into a dictionary
clusters = {}
for index, i in df_temp.iterrows():
    if i['cluster_num'] not in clusters:
        clusters[i['cluster_num']] = {}
        clusters[i['cluster_num']]['titles'] = [i['title']]
        clusters[i['cluster_num']]['nouns'] = [i['nouns']]
    else:
        clusters[i['cluster_num']]['titles'].append(i['title'])
        clusters[i['cluster_num']]['nouns'].append(i['nouns'])

    

for i in clusters:
    print('Cluster: ', i)
    count = 0
    for j in clusters[i]['titles']:
        print(j)
        count += 1
        if count > 10:
            break
    print()

Cluster:  20.0
Tornadoes severe weather updates: 26 dead in Mississippi, Alabama
US: Biden declares emergency for Mississippi’s storm recovery | Weather News | Al Jazeera
At least 24 dead after tornado rips through Nashville and central Tennessee
Missouri tornado kills multiple people, wreaks havoc
Tornadoes severe weather updates: 26 dead in Mississippi, Alabama
1 dead, others injured as storms pummel Louisiana
Extreme weather meets reality of poverty to create a tragedy in Mississippi 
At least 26 dead after tornadoes rake US Midwest, South | AP News
At least 3 dead and multiple injured as tornadoes wreak havoc across Louisiana and the Southeast | CNN
Missouri tornado kills multiple people, wreaks havoc
Arkansas tornado cleanup mostly unaffected by new round of storms, governor says

Cluster:  12.0
Fatality confirmed in Vermont flooding amid extreme weather nationwide - ABC News
Tornado damages Pfizer plant in North Carolina as scorching heat and floods sock other parts of US | AP News

    Huge storm system brings killer tornadoes to South, blizzard-like conditions to Great Plains - CBS News
Tornadoes spawned by huge system destroy homes in Arkansas; 3 dead | News | newscenter1.tv
Fatality confirmed in Vermont flooding amid extreme weather nationwide - ABC News
Severe storms bring giant hail, tornadoes to Iowa – Weather News
Fatality confirmed in Vermont flooding amid extreme weather nationwide - ABC News
Punishing winds, possible tornadoes inflict damage as storms cross US South | AP News
1 killed and almost 2 dozen injured in overnight storms in Mississippi, officials say | CNN
Severe storms blamed for 3 deaths in South Dakota, Minnesota | AP News
Severe weather in the South leaves 5 dead in Kentucky - ABC News

Cluster:  0.0
Terrifying moment monster tornado rips apart Arkansas capital Little Rock with 80mph winds | Daily Mail Online
Severe storms cause damage in western Wisconsin
Moment tornado barrels towards Nebraska highway - as TWO DOZEN twisters rip through heartland | Daily Mail Online
wyoming storm | News, Videos & Articles
Georgia storm sees 19 dead as tornado clean-up begins | Daily Mail Online
Tornado-ravaged Mississippi faces MORE extreme weather after deadly storms killed at least 26 | Daily Mail Online
Terrifying moment monster tornado rips apart Arkansas capital Little Rock with 80mph winds | Daily Mail Online
PHOTOS: Severe storms take down trees, powerlines in north Georgia during storm

	Nevada Guardsman, movie subject, leads Nevada Storm to women’s football championship  > 152nd Airlift Wing > Article Display

wyoming storm | News, Videos & Articles
PHOTOS: Severe storms take down trees, powerlines in north Georgia during storm

Cluster:  10.0
Maryland weather: Storms cease Tuesday night after flooding streets and damaging residences
Severe weather threat dissipates as morning thunderstorms fall apart
Parts of Missouri left with storm damage after severe weather sweeps through the state - ABC17NEWS
Hurricane Ian: Will it affect Nashville and Middle Tennessee?
4 tornadoes touch down in New Jersey: NWS - WHYY
Parts of Missouri left with storm damage after severe weather sweeps through the state - ABC17NEWS
Minnesota, Iowa slammed with severe weather - ABC 6 News - kaaltv.com
Severe storms possible in Baltimore area on Tuesday afternoon
Here’s how two derechos ravaged Wisconsin last week. - The Washington Post
Recap: Severe Storms, Tornado Warnings In Oklahoma
Chicago weather: Strong storms move through parts of NW Indiana; suspected tornado seen near Indianapolis - ABC7 Chicago

Cluster:  7.0
Wind, cold, and snow set to paralyze Iowa travel through the end of the week | who13.com
Storms cause flooding in parts of New Jersey | PIX11
76,000 without power following severe storms Thursday - Indiana Daily Student
Agencies, utilities across the state prepare for Tropical Storm Calvin | KHON2
Wind, cold, and snow set to paralyze Iowa travel through the end of the week | who13.com
Governor Jim Justice declares State of Preparedness for all 55 Counties ahead of winter storm
Kansas City weather: Winter Storm Warning issued Thursday
Idaho Falls homeowners face rough road to recover after flood damage - Local News 8
Arkansas Storm Team Weather Blog: Severe Thunderstorm Watch Expired | KLRT - FOX16.com
Virginia preps for more bad weather amid storm of questions | PAhomepage.com
Nearly 200 Mississippi structures damaged by recent storms

Cluster:  13.0
Characterization of storm flow dynamics of headwater streams in the South Carolina lower coastal plain | US Forest Service Research and Development
Environmental impacts of Hurricane Florence flooding in eastern North Carolina: temporal analysis of contaminant distribution and potential human health risks | Journal of Exposure Science & Environmental Epidemiology
Storm surge and ponding explain mangrove dieback in southwest Florida following Hurricane Irma | Nature Communications
Saving New Jersey from the Rising Tide
Frontiers | Impact of Hurricane Katrina on the Coastal Systems of Southern Louisiana
JMSE | Free Full-Text | Effect of Coastal Erosion on Storm Surge: A Case Study in the Southern Coast of Rhode Island
Saving New Jersey from the Rising Tide
Saving New Jersey from the Rising Tide
NJDEP| Remembering Superstorm Sandy | Home
Superstorm Sandy Showed Ocean State What Future Storms Could Look Like - ecoRI News
JMSE | Free Full-Text | Effect of Coastal Erosion on Storm Surge: A Case Study in the Southern Coast of Rhode Island

Cluster:  16.0
Extreme wind, snow left thousands without power in Arizona — and the storm has just begun
Storm Area 51 still affects tiny Nevada town a year later | Las Vegas Review-Journal
Tornado hits South Dakota hospital: ‘All are safe and sound’ – Twin Cities

	Update: Intense storm dumps snow, knocks out power, upends most voting

Montana and North Dakota are hit by 'one-in-a-century' blizzard | Daily Mail Online
As Tropical Storm Bret becomes hurricane, Delaware will see rain — but not from this storm
WTOP | Washington’s Top News | DC, MD & VA News, Traffic & Weather
Blizzard of 1888 - History Nebraska
National Weather Service prophecizes another Utah winter storm | Gephardt Daily
Delaware County, all of southeastern Pennsylvania in T-storm watch
KCTV | Kansas Local News, Weather, Sports | Fairway, KS

Cluster:  2.0
GALLERY: Utah's Weather Authority captures photos of lightning storm in Northern Utah
Illinois surveys storm damage after tornadoes hit Chicago area – Hartford Courant
BREAKING Friday night storm hits Wellman hard | Southeast Iowa Union
Severe storms cause damage throughout Western Kentucky, Southern Illinois | Kentucky | wsiltv.com
Tornado and other severe weather kill 3, damage homes in multiple states
Oklahoma tornado kills mother and baby as region suffers yet another devastating set of storms
US: Severe Storms Hit Northeast Ohio, Tornado Warning Issued | National News | kulr8.com
National Weather Service confirms tornado touched down in Waycross
Red Cross Urges Tennessee Residents to Prepare for Severe Weather - WGNS Radio
BREAKING Friday night storm hits Wellman hard | Southeast Iowa Union
Severe weather causes damage to buildings in Crawford County | ksdk.com

Cluster:  14.0
Texas winter storm explained
Texas’s Winter Storm Killed Hundreds More Than Reported
Entergy Mississippi storm update – 6/17/23, 10 p.m.
Texans brace for freezing weather in hopes storm won’t be repeat of 2021 | Texas | The Guardian
Winter Storm Preparedness & Blizzard Safety | Red Cross 
Winter storm in Texas: Here's how a week of frigid weather and catastrophe unfolded | CNN
Winter Storm Preparedness & Blizzard Safety | Red Cross 
Winter Storm Safety Tips | Mass.gov
Before and After the Storm – Private Wells and Onsite Sewage Systems - Environmental Health
Winter Weather Basics and FAQ | Portland.gov
Winter Storm Preparedness & Blizzard Safety | Red Cross 

Cluster:  24.0
Hawaii Severe Weather Events | Hawaii Severe storms | Hawaii Floods — Sunrun
Commentary: The climate crisis is Maine’s storm of the century 
Wisconsin is woefully unprepared for increase in severe weather · The Badger Herald
RI.gov: Rhode Island Government
Tornado Season: Are You Ready? | MU Extension
Samaritan’s Purse Responds to Storms in Marked Tree, Arkansas
How To Stay Safe In Delaware This Hurricane Season
In western Kentucky, tornadoes are frequent — and put billions at risk
Winter Storm Uri 2021
Tax relief for Indiana victims of storms, straight-line winds, and tornadoes | Wolters Kluwer
How To Stay Safe In Delaware This Hurricane Season

Cluster:  4.0
SE Wyoming Storm Could Bring Over A Foot Of Snow, Strong Winds
Nevada | FOX Weather
Colorado Weather: Winter Storm Watch Front Range/Palmer Divide | Denver, CO Patch
Tornado kills 1 in Sussex County as storm carves a 14-mile path of destruction
 Wyoming Statutes § 40-12-704 (2019) - Disclosure Requirements for Exterior Storm Damage Repair Contracts. :: 2019 Wyoming Statutes :: US Codes and Statutes :: US Law :: Justia
Weather service, governor to survey Illinois storm damage
Hurricane-force winds in Utah flip 45 semitrucks, kill 1 person as thousands remain without power | Fox News
 Wyoming Statutes § 40-12-704 (2019) - Disclosure Requirements for Exterior Storm Damage Repair Contracts. :: 2019 Wyoming Statutes :: US Codes and Statutes :: US Law :: Justia
Severe storms leave hundreds of thousands without power across Wisconsin, Michigan | Fox News
Storm resources: Where to take storm damage, yard waste and keep track of power outages across Kansas City
At least 6 killed as Tornado, thunderstorms strike central Alabama | Reuters

Cluster:  22.0
Winter storm predicted for much of North Dakota - The Dickinson Press | News, weather, sports from Dickinson North Dakota
New Mexico storm expected to cause severe driving conditions | AP News
Montana issues winter storm advisory, followed by temps in the 90s
Blizzard conditions projected as southwest North Dakota enters winter storm watch - The Dickinson Press | News, weather, sports from Dickinson North Dakota
Weather wallop: Winter storm to bring significant snow, wind to western South Dakota
Massive winter storm to unload snow from Illinois to Maine
Winter storm in the North and heat wave in the South creates 100-degree difference across US | CNN
North Dakota remembers a 'perfect' storm - Agweek | #1 source for agriculture news, farming, markets
Winter storm causes 'extreme weather conditions' in north Arizona | 12news.com
Wave of storms heading toward Southwest Colorado – The Durango Herald
Winter storm update: Hundreds of thousands are without power : NPR

Cluster:  1.0
More flash flooding looms for Vermont as severe storms, tornadoes likely to erupt across Northeast on Thursday
Severe storms possible in Ohio Wednesday night
Southwestern Kansas sees tornado after forecast for no chance of rain - The Washington Post
Weather 101: Understanding Oklahoma's severe storm, tornado threats | Article | The United States Army
Washington DC, Maryland, Virginia Weather: Storm Team4 Forecast – NBC4 Washington
Severe storms possible in western Iowa Wednesday
Severe Weather 101: Tornado Basics
Thursday forecast: Severe weather for 40M; 3 die in Oklahoma tornadoes
Historic floods hit Nebraska after 'bomb cyclone' storm | Reuters
Tornadoes terrorize Indiana Sunday as severe storms knock out power to over 700K from Ohio Valley to South
Severe Weather 101: Tornado Basics

Cluster:  3.0
Stormy Monday night in Nebraska with severe storms possible

	Storms cause destruction in NW Ohio | The Courier At least 1 tornado confirmed

Weather news and local forecast - CNN
Weather news and local forecast - CNN
More rain in Nebraska Friday; small chance of severe storms
Severe storms expected in Nebraska Friday night
More rain in Nebraska Friday; small chance of severe storms
Weather news and local forecast - CNN
Weather news and local forecast - CNN
Weather news and local forecast - CNN
More rain in Nebraska Friday; small chance of severe storms

Cluster:  21.0
Climate Journal | Minnesota DNR
Massive winter storm to unload snow from Illinois to Maine
The Remnants of Hurricane Nicole will bring tropical moisture to Northeast Ohio
Welcome To Southeast New Mexico Weather.
OH:  OHIO, WEST VIRGINIA STORM DAMAGE | Weather | 2news.com
Heavy storms move into Arkansas as system pushes east
Tue. AM UPDATE: High-impact blizzard expected Tuesday into Wednesday across the Northern Plains
Central Texas strong storms with potential for hail | kvue.com
WSAZ Weather | First Warning Forecast | dual doppler radar
Another late season winter storm set to hit Minnesota Tuesday and Wednesday | Local News | voiceofalexandria.com
Strong storm system to hit Nebraska

Cluster:  9.0
Flash floods kill at least 5 people in Pennsylvania  : NPR
BREAKING NEWS (updated with photos): Storm prompts state of emergency; motorists stranded, thousands without power | Local News | register-herald.com
Vermonters rush to dry out flooded homes and businesses with more storms on the horizon | AP News
Vermont floods have led to more than 100 rescues, officials say
More rain, more bodies in flooded Kentucky mountain towns | AP News
Hurricane Henri New Hampshire: Granite State Braces for Storm’s Impact – NBC Boston
Severe weather could dump more rain on already vulnerable Vermont
Hurricane Florence aftermath: Flooding crisis in North and South Carolina - live updates as rescues continue

    Vermont flooding leaves railroad track "dangling" mid-air over a gorge - CBS News
Hurricane Ian heads for South Carolina after devastating Florida

    Vermont flooding leaves railroad track "dangling" mid-air over a gorge - CBS News

Cluster:  17.0
Winter weather: NH, Maine see snow, slick roads in 2023 storm
‘Unprecedented’ storm brings Minnesota’s first reported December tornado
Here’s How Much Snow Central Maine is Going to Get From This Nor’Easter
Winter storm: North America hit by blizzards and heat wave - BBC News
Montana hit by ‘unprecedented’ September winter storm, piling over 4 feet of snow in some areas
Blizzard of 1888 - Weather - LibGuides Home at Connecticut State Library.
Potentially 'Significant' Winter Storm Headed To Ohio: Forecast | Cleveland, OH Patch
New Hampshire tourism businesses feel impact of this summer's heavy rains | WBUR News
Record-breaking storm blasts Northern Nevada, California | Las Vegas Review-Journal
Virginia Weather - Virginia Is For Lovers
Western Massachusetts Braces for Another Winter Storm

Cluster:  5.0
Winter Storm Riley Brings Massive Flooding to New England—Again | WIRED
Explaining the forces that fueled Alabama’s deadly tornado | PBS NewsHour
On This Day: The 1993 Storm of the Century | News | National Centers for Environmental Information (NCEI)
It’s Too Soon to Attribute the California Storms to Climate Change, Experts Say - FactCheck.org
Big Island Storm Damage Results From Hawaii’s December 2022 Winter Storm
Climate change will make Arizona's monsoon more extreme and erratic
On This Day: The 1993 Storm of the Century | News | National Centers for Environmental Information (NCEI)
Kansas — Weather
Correction to a Raiden Storm quote about the Arizona monsoon season forecast | Arizona Weatherman | NewsBreak Original
Statewide Utah Weather Updates | Visit Utah
Winter Storm Riley Brings Massive Flooding to New England—Again | WIRED

Cluster:  6.0
Louisiana hurricane rapid intensification threat 
Alaska braces for impact of 'historic-level storm' | CBC News
Ian regains hurricane strength as it moves toward South Carolina | PBS NewsHour
Tropical Storm Calvin passes over Hawaii and leaves minor flooding in its wake - ABC News
Storm in Atlantic not immediate concern for South Carolina | Hurricane Wire | postandcourier.com
Tropical Storm Calvin threatens to bring heavy rainfall and dangerous coastal surf to the Hawaiian islands | CNN
Nicole updates: 'Unprecedented' structural damage; many without power
Storm that spawned tornado in Washington state now moving toward eastern US - ABC News
Hurricane Ian latest updates: storm makes second US landfall in South Carolina – as it happened | Hurricane Ian | The Guardian
Georgia Hurricane of 1893 - Today In Georgia History
Tropical storm Henri makes landfall in Rhode Island, to bring high winds and heavy rain to Upper Valley |  The Dartmouth  

Cluster:  8.0
Winter Storm Sage: Difficult Commutes Ahead; New England Slammed | Weather.com
Tornadoes, Storms Slam Arkansas, Illinois, Iowa | Weather.com
Storm system moving into New Mexico, dangerous 'snow squall' possible in Farmington, Gallup areas | Local News | abqjournal.com
Tropical Storm Calvin is affecting travel for Hawaii Island | News | kitv.com
WV's Eastern mountains brace for rare May snowstorm | News | wvgazettemail.com
At Least Six Dead In Alabama Tornado, Storms Carve Path Of Destruction Across South  | Weather.com
Tornadoes, Storms Slam Arkansas, Illinois, Iowa | Weather.com
OH:  OHIO, WEST VIRGINIA STORM DAMAGE | National and World News | channel3000.com
Fog overnight, hot and humid tomorrow with ALERT DAY for Severe T-storms on Friday- Greg | Latest Weather Forecast | channel3000.com
OH:  OHIO, WEST VIRGINIA STORM DAMAGE | National and World News | channel3000.com
Vermont, New York Hit With Destructive Flooding | Weather.com

Cluster:  15.0
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Cluster:  18.0
Winter storm blankets Western Oregon, SW. Wash. in snow, cold & dry pattern ahead | KATU
How massive Sierra storms are helping Nevada's drought conditions | KRNV
Winter storm blankets Western Oregon, SW. Wash. in snow, cold & dry pattern ahead | KATU
Wisconsin storms bring 3 tornados; 1 man dies in crash | WLUK
Streets flood as heavy rain, high winds lash Rhode Island | WPDE
PHOTOS: Some damage reported as storms hit Middle Tennessee | WZTV
Winter storm blankets Western Oregon, SW. Wash. in snow, cold & dry pattern ahead | KATU
Beaches prep for summer, as some Delaware towns face damage after coastal storm | WBFF
Wisconsin storms bring 3 tornados; 1 man dies in crash | WLUK
How massive Sierra storms are helping Nevada's drought conditions | KRNV
Coastal communities prepare for storm's potential impacts | WZTV

Cluster:  23.0

	Nearly 250 Soldiers on winter storm duty in Iowa, Minnesota and Wisconsin > National Guard > Guard News - The National Guard

45 Years Ago: Georgia National Guard Responds To 1973 Winter Storms | Article | The United States Army

	Nearly 250 Soldiers on winter storm duty in Iowa, Minnesota and Wisconsin > National Guard > Guard News - The National Guard

Justice declares State of Emergency for all 55 counties in WV ahead of winter storm | News | fayettetribune.com

	South Dakota National Guard continues support to state after slam by winter storm > National Guard > Guard News - The National Guard


	Texas Army Guard responds to winter storm, helps stranded motorists > National Guard > Article View


	Alaska National Guard stages second team in response to ongoing winter storms  > Alaska National Guard > News

45 Years Ago: Georgia National Guard Responds To 1973 Winter Storms | Article | The United States Army

	Nearly 250 Soldiers on winter storm duty in Iowa, Minnesota and Wisconsin > National Guard > Guard News - The National Guard

Justice declares State of Emergency for all 55 counties in WV ahead of winter storm | News | fayettetribune.com
Justice declares State of Emergency for all 55 counties in WV ahead of winter storm | News | fayettetribune.com

Cluster:  11.0
Tornadoes, Storms Carve Deadly Path Through Arkansas, Illinois, Iowa, Tennessee | Weather Underground
Blizzard Dumps Over A Foot Of Snow From Utah to Minnesota; Record Snowstorm In Casper, Wyoming | Weather Underground
Tornadoes, Storms Carve Deadly Path Through Arkansas, Illinois, Iowa, Tennessee | Weather Underground
Tornadoes, Storms Carve Deadly Path Through Arkansas, Illinois, Iowa, Tennessee | Weather Underground
Derecho Leaves Trail Of Damage Across Illinois, Iowa, Indiana | Weather Underground
Tropical Storm Bertha, A Quick Developing System Near Charleston, South Carolina (Recap) | Weather Underground
Storms Leave Damage in Alabama, Georgia, South Carolina | Weather Underground
Blizzard Dumps Over A Foot Of Snow From Utah to Minnesota; Record Snowstorm In Casper, Wyoming | Weather Underground
Missouri Tornado Death Toll Climbs; 2 Twisters Leave Damage In Illinois | Weather Underground
Derecho Leaves Trail Of Damage Across Illinois, Iowa, Indiana | Weather Underground
Rounds Of Rain To Return To The Northeast After Quieter Monday | Weather Underground

Cluster:  19.0
Powerful storms slam South; at least 6 killed in Alabama
Kentucky Gov. declares state of emergency after deadly tornado
Tropical storm Lane threatens more Hawaii floods before turning away   
At least 8 dead as ice storm rages in the South, causing travel chaos and outages
Powerful storms slam South; at least 6 killed in Alabama
Possible tornado hits Arkansas; Deep South braces for storms 
Tropical storm Lane threatens more Hawaii floods before turning away   
Hurricane Laura leaves damage in Louisiana, weakens to tropical depression
Kentucky Gov. declares state of emergency after deadly tornado
Ian now tropical storm after hitting Florida as a category 4 hurricane
Kentucky Gov. declares state of emergency after deadly tornado
In [ ]:
# creating a word cloud of the nouns for each cluster

# importing libraries
import wordcloud as wc
import matplotlib.pyplot as plt
# creating a word cloud for each cluster
for i in clusters:
    print('Cluster', i)
    current_nouns = []
    for j in clusters[i]['nouns']:
        current_nouns.append(j)
    # creating a word cloud
    current_nouns = ' '.join(current_nouns)
    wordcloud = wc.WordCloud(width = 800, height = 800,
                    background_color ='white',
                    min_font_size = 10).generate(current_nouns)
    # plotting the word cloud
    plt.figure(figsize = (8, 8), facecolor = None)
    plt.imshow(wordcloud)
    plt.axis("off")
    plt.tight_layout(pad = 0)
    plt.show()

    # saving the word cloud as a png file in 'word_clouds' folder
    os.makedirs('word_clouds', exist_ok=True)
    wordcloud.to_file('word_clouds/cluster_' + str(i) + '.png')

Cluster 20.0

Cluster 12.0

Cluster 0.0

Cluster 10.0

Cluster 7.0

Cluster 13.0

Cluster 16.0

Cluster 2.0

Cluster 14.0

Cluster 24.0

Cluster 4.0

Cluster 22.0

Cluster 1.0

Cluster 3.0

Cluster 21.0

Cluster 9.0

Cluster 17.0

Cluster 5.0

Cluster 6.0

Cluster 8.0

Cluster 15.0

Cluster 18.0

Cluster 23.0

Cluster 11.0

Cluster 19.0

END OF PART TWO¶